{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# imports\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from landlab import RasterModelGrid, imshow_grid\n",
    "from landlab.components import TidalFlowCalculator\n",
    "from landlab.grid.mappers import map_mean_of_link_nodes_to_link,  map_link_vector_components_to_node\n",
    "from landlab.io import read_esri_ascii\n",
    "import tidal_erosion_calculator as tec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pre tfc:\n",
      "['topographic__elevation', 'vegetation']\n",
      "['veg_atlink']\n",
      "['topographic__elevation', 'vegetation', 'mean_water__depth']\n"
     ]
    }
   ],
   "source": [
    "# Set parameters (these are from the MarshMorpho2D source code)\n",
    "tidal_period = 12.5 * 3600.0  # tidal period in seconds\n",
    "tidal_range = 3.1  # tidal range in meters\n",
    "roughness_w = 0.02  # Manning's n water\n",
    "roughness_v = 0.1 #manning's n for veg\n",
    "mean_sea_level = 0.0  # mean sea level in meters\n",
    "mwd = 0.01  # minimum depth for water on areas higher than low tide water surface, meters\n",
    "nodata_code = 999  # code for a DEM cell with no valid data\n",
    "tcrgradeint = 0.2; # linear increase in tcr below MLW [pa/m\n",
    "# Read the DEM to create a grid and topography field\n",
    "(grid, z) = read_esri_ascii('zSW3.asc', name='topographic__elevation')\n",
    "\n",
    "#need to create vegetation grid #change to veg at cells\n",
    "veg = grid.add_zeros('vegetation',at='node');\n",
    "veg[z<0] = 1; #vegetation placed on all \"land cells\" - change as desired\n",
    "veg_atlink = grid.map_max_of_link_nodes_to_link('vegetation')\n",
    "grid.add_field('veg_atlink',veg_atlink,at='link')\n",
    "\n",
    "# Configure boundaries: any nodata nodes, plus any nodes higher than mean high tide\n",
    "grid.status_at_node[z==nodata_code] = grid.BC_NODE_IS_CLOSED\n",
    "grid.status_at_node[z>1.8] = grid.BC_NODE_IS_CLOSED\n",
    "boundaries_above_msl = np.logical_and(grid.status_at_node==grid.BC_NODE_IS_FIXED_VALUE, z > 0.0)\n",
    "grid.status_at_node[boundaries_above_msl] = grid.BC_NODE_IS_CLOSED\n",
    "\n",
    "print('pre tfc:')\n",
    "print(grid.at_node.keys())\n",
    "print(grid.at_link.keys())\n",
    "\n",
    "#variable rougness as field in grid\n",
    "roughness_at_nodes = roughness_w + np.zeros(z.size)\n",
    "roughness_at_nodes[z < 0.0] = roughness_v #or roughness_at_nodes[veg] = roughness_v\n",
    "roughness = grid.add_zeros('roughness', at='link')\n",
    "map_mean_of_link_nodes_to_link(grid, roughness_at_nodes, out=roughness)\n",
    "\n",
    "# Instantiate a TidalFlowCalculator component\n",
    "tfc = TidalFlowCalculator(\n",
    "        grid,\n",
    "        tidal_period=tidal_period,\n",
    "        tidal_range=tidal_range,\n",
    "        roughness='roughness',\n",
    "        mean_sea_level=mean_sea_level,\n",
    "        min_water_depth=mwd,\n",
    ")\n",
    "tfc.run_one_step()\n",
    "print(grid.at_node.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "tau_cr = 0.2 #Critical stress for unvegetated areas\n",
    "tau_crv = 0.5  #Critical stress for vegetated areas\n",
    "mud_erodability = (10**-5);  # mud erodability kg/m2/s\n",
    "\n",
    "v = grid.at_link['veg_atlink']\n",
    "#populate grids to use in erosion calculations\n",
    "tec.populateGrids(grid,tfc,tau_cr,tau_crv,v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.  0.  0. ...,  0.  0.  0.]\n",
      "6.93784269471e-06\n"
     ]
    }
   ],
   "source": [
    "#run a single erosion step (note this just calculate erosion as a rate, does not update grids)\n",
    "ero = tec.totalsedimenterosion_mudsine(grid, mud_erodability, tidal_range, tcrgradeint)\n",
    "print(ero)\n",
    "print(ero.mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.01,  0.01,  0.01, ...,  0.01,  0.01,  0.01])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#save original bathy & topo maps\n",
    "x = grid.at_node['topographic__elevation'].copy()\n",
    "grid.add_field('Initial_topographic_elevation',x,at='node')\n",
    "y = grid.at_node['mean_water__depth'].copy()\n",
    "grid.add_field('Initial_mean_water_depth',y,at='node')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "z min post erosion: -2.6107306277\n",
      "z min post erosion: -2.61209543996\n",
      "z min post erosion: -2.61344179318\n",
      "z min post erosion: -2.61477001126\n",
      "z min post erosion: -2.61608040166\n",
      "z min post erosion: -2.61737325834\n",
      "z min post erosion: -2.61864885718\n",
      "z min post erosion: -2.61990747398\n",
      "z min post erosion: -2.6211493718\n",
      "z min post erosion: -2.62237481337\n",
      "z min post erosion: -2.62358404994\n",
      "z min post erosion: -2.62477730751\n",
      "z min post erosion: -2.62595479776\n",
      "z min post erosion: -2.62711673619\n",
      "z min post erosion: -2.62826334025\n",
      "z min post erosion: -2.62939481976\n",
      "z min post erosion: -2.63051138687\n",
      "z min post erosion: -2.63161324213\n",
      "z min post erosion: -2.63270058052\n",
      "z min post erosion: -2.6337736019\n",
      "z min post erosion: -2.63483249176\n",
      "z min post erosion: -2.63587743584\n",
      "z min post erosion: -2.63690861225\n",
      "z min post erosion: -2.63792619477\n",
      "z min post erosion: -2.63893035574\n",
      "z min post erosion: -2.63992126435\n",
      "z min post erosion: -2.64089910207\n",
      "z min post erosion: -2.64186404423\n",
      "z min post erosion: -2.64281625957\n",
      "z min post erosion: -2.6437559054\n",
      "z min post erosion: -2.644683134\n",
      "z min post erosion: -2.64559810517\n",
      "z min post erosion: -2.64650097501\n",
      "z min post erosion: -2.64739189202\n",
      "z min post erosion: -2.64827100238\n",
      "z min post erosion: -2.64913845973\n",
      "z min post erosion: -2.64999441532\n",
      "z min post erosion: -2.65083901395\n",
      "z min post erosion: -2.65167239658\n",
      "z min post erosion: -2.65249470242\n",
      "z min post erosion: -2.65330607149\n",
      "z min post erosion: -2.65410664845\n",
      "z min post erosion: -2.65489659543\n",
      "z min post erosion: -2.6556760706\n",
      "z min post erosion: -2.65644521329\n",
      "z min post erosion: -2.65720416893\n",
      "z min post erosion: -2.65795308388\n",
      "z min post erosion: -2.6586921003\n",
      "z min post erosion: -2.65942135696\n",
      "z min post erosion: -2.66014098719\n",
      "z min post erosion: -2.66085112418\n",
      "z min post erosion: -2.6615519009\n",
      "z min post erosion: -2.66224344652\n",
      "z min post erosion: -2.66292588791\n",
      "z min post erosion: -2.66359935202\n",
      "z min post erosion: -2.664263965\n",
      "z min post erosion: -2.66491985234\n",
      "z min post erosion: -2.66556713931\n",
      "z min post erosion: -2.66620595907\n",
      "z min post erosion: -2.66683643895\n",
      "z min post erosion: -2.66745869882\n",
      "z min post erosion: -2.66807286024\n",
      "z min post erosion: -2.66867904283\n",
      "z min post erosion: -2.66927736593\n",
      "z min post erosion: -2.66986794819\n",
      "z min post erosion: -2.67045090347\n",
      "z min post erosion: -2.67102634648\n",
      "z min post erosion: -2.67159438977\n",
      "z min post erosion: -2.67215514556\n",
      "z min post erosion: -2.67270872444\n",
      "z min post erosion: -2.67325524085\n",
      "z min post erosion: -2.67379480668\n",
      "z min post erosion: -2.6743275269\n",
      "z min post erosion: -2.67485350424\n",
      "z min post erosion: -2.67537284046\n",
      "z min post erosion: -2.67611369896\n",
      "z min post erosion: -2.67708410767\n",
      "z min post erosion: -2.67804689175\n",
      "z min post erosion: -2.67900212619\n",
      "z min post erosion: -2.67994994027\n",
      "z min post erosion: -2.68089049454\n",
      "z min post erosion: -2.68182387112\n",
      "z min post erosion: -2.68275012187\n",
      "z min post erosion: -2.68366930429\n",
      "z min post erosion: -2.68458147711\n",
      "z min post erosion: -2.68548671415\n",
      "z min post erosion: -2.68638508663\n",
      "z min post erosion: -2.68727664509\n",
      "z min post erosion: -2.68816147875\n",
      "z min post erosion: -2.68903965233\n",
      "z min post erosion: -2.68991121503\n",
      "z min post erosion: -2.69077621624\n",
      "z min post erosion: -2.69163468614\n",
      "z min post erosion: -2.69248667613\n",
      "z min post erosion: -2.69333224894\n",
      "z min post erosion: -2.69417147558\n",
      "z min post erosion: -2.6950044021\n",
      "z min post erosion: -2.6958310754\n",
      "z min post erosion: -2.69665154003\n",
      "z min post erosion: -2.6974658539\n",
      "z min post erosion: -2.6982740637\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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StL0B0FSloREAI9K5pGe1UWE3uUawJQguESsN0Py69bLzV6sLsFiatsOSdsG2aONU/JIUsChdTTA4H0DVGOasZdy4GbmlKbGYLF8gCIS2Wp8c5Abqie4w18X1vgE/Ih2OdWvsKdSJURKEpnWDe6qwwGw6zGTUIPbCpSTKgi3QEqWIZcykxP58J5/Zxa5rNr+/IGgEmxlbpsEVwlprANayz6BQCUVACZaOt/dLuMEYTAFnx1tSdQO9aSPqthcpSLRXINTW/lJiixvAHY04lZZIcbN/UYSSKIlGHElGqWtEokLFpNRMl8moRaIRx7sjtFWYSwu0VaiZLmMmZdRAWUx2nqYq9x1dqZnV5oIipJg1LRsVG/fKrhKcb6Bfql8gVTfAg70NkGBZ8AO9pSltzxdg/SAeNV2aarIMuJb2KuaCVz98Dpgq1JlJh2mp0wg66jSA8ahJS2OaNiYWzWZ/q04rmElHmLVlLyCgIkKEYIGGtcxYw/2dcQ4m24i883Czw6qsadmo2DINngOkJw+cM6tfSoZjPhkoFqcBNDXNBnRDI8pqiUVoqSUWg8GFAcsiNNUJgIr0wn9BTQ+zfvbZJwZVxYUHJ6OWixD4kGE5nuNYd4xYUiKUI90JOhpRNW1uKZ7IUozddUNHvYmgBToaMWaaTEYtagLRqp3ZNgcUoeN9H5sVW4LgOcJ6lAobDGmWGyCOJQjHDwhQ9pWBsUimgudRFsu8jYmjhKKIzxiEGJcolJ3bRwZaajBYDnV2UC6dYNwk2T7zaZmZ7giPt6a5pjjLjqjOmFnOCQDJNIiWmiyMOGq6RAJHkip1W6AWXUq7xY0Fl1C0PsJMRN6L6895ZhU6c8G1ynszrkv129W1nbssXFFRLCI/JyIPi8hXROSDIlIWkXER+QcROej/3Zbb/1+LyJMi8riIvOFKXttmRFsTljXJQoGJWlJ1Xv1U3Ww9Z+Ns/yQQhYT6Aa+ZzqSxD+UpLe9jCOQiQStoaMRsOkRTi5zujnKsO05TDU01nOpWuHf5eh5u7mZnvMC1hTn2FOqMR26Qd1RpKMzYEk0bUZWUmrFUjKtWjBAmomVOpSO+VHnzmwfrGD58H/DG82x/E46s9ADwo8DvXfbFcwUFgYjsxjUofYmXbBHwFuCXgE+q6gHgk/5vRORmv/0W3IN4t4hclL61rG2SS2roe2m4mHO1NXEOPu2SaHdN1FbBKdjWhCXboumpwvK1AEWf9huJUBahpQXq1vo8AaWuXSKfMFQWw1TUpaUFLM52b6qhbm3GNdjys/iJ7ggPtfcwm9a4tXyMxbTMXy9+LbPpEFXT4Q3DD/PtY/cxEdVZtGXmbcy8jTIHYdNGWBXK4lxkqc/Hr1uYt0LdFpntDnOsO5SlNG9WqAqpmjUtFz7WBfsa3IVrfqKqeg8wJiK7zrP/mnCljbMCMCQiBaCC42G/C3i/3/5+4Nv957uAD6lqW1WfwnURftnFnCxVZUk72SBzKbVu0IXP6ykolv3AXgn5cy5ruy+pp0tKWxMW7XJ2rYMCItEubU2yv4NPIEUzz7/xYb1A/hGJUDOdLFZvoI8YxOUYGKajZRp+fc3YbP9g0ycqNGyJhXSIWLp0tEBbY7YX6kRifdRgnEOdHRxPxplLh5lNq1gfQTACs7bCmbRGQwtO2GjEnI2ZtWXmresmP1VYIBZXwxBvcj+BRda0rAN209/5+hm/7rJwxXwEqnpcRP4T8DSOZPETqvoJEdmprmc9qnoy9LnH3cw9uUOseoMi8qM4tYhrdxew2CxmPpemlMXF0ENevfUhtC5plne/EgZz8y8Eg7CkHbbJuY+xaTv+mJrF60tEueSciDTXCyCW3n20NcEgGAxL2qFElNUEuH8VI64kOPIe/YCapJxOy1jTdrO8Ki1NqfhrjMVgjXIqFWpiKYthzKTULZkTsW6LtLTIQrfCTDTCZGGRyUKdI53tPNTaw0Ja4YH6NRRNl8VkiOnyArcNP00klrLUiUWZjBpMmCZlSelgaNqYFCeoqpISC+zUlgtBosSwaVmPnbNwzUNpu4h8Mff3xTY4WUmabFzyUm/73wXsx/W0/3MR+YHzfWWFdSveoH9wfwBwx21lBTeDOteWg8VmKbNugEXnDPAwm8d+kKRqicT0CYTwOVWb7Zd9H8vpVBk1vX0AZ7/7Et9YjGf91cyL7wp63L5tTShJnCsNTjJhEYk4FV9sFnpySUPOzk58hCDM7q5mQKh4p174u67OkRgSh2IMRVJaqlQ99+ApW6QcdXzVYcpUYZ642uWJltM69xVnONLazonlMV4xdpgX1Y5zorWNuXaVpbRIw5ao2yFapgmkFLE0KHA8rTFmlnu8Bf5XDqHPMpa6NaTy3NCBXwlcpLPw7GU2OHkGyCdfXIPTtC8LV1Ifez3wlKrOqGoC/BXwdcDpYNP4f8/4/S/xBjUbgEF9TnLFNWFQhfr7/H8u9/7cRxC0iRCuS/VcUwNCll7Egm1lOf5t7XqOPzf4rbffU+0578I1Nj0foDMBNLtmINMAwjHysf6QKpx6R9uxbq2XMyDB2ef3FZf338rx7huEmiHLK4hEmDBtZq3x96XMpxWuLcyxvzRD0xZp2Zj5ZIi59hCjUZPRaJllGzMct9k/NMu+4lnK0uF4Oso9rX08luwgQtkd1Rk3CTXTEwKp9hyKTRuReqGwmQuRUpU1LeuAjwE/KA6vABaChn05uJKC4GngFSJS8SGPb8S1Of8Y8Da/z9uAj/rPHwPeIiIlEdmP84p+/mJOaDDUjGHOupm+JAVKfhYPWXZJbmAX6Pkig2AYFCqRGGKfu+/Mj94jG5KYsqR9OfpRzukVPPpuvWf9wc3ywbafs9b3AXAZgUva7SsE6r+/cK09c8PxAjqvQXAQViV1zrqMblw5nUZZJqErPHLFQA11NFvlnLOwYlLKJmHeDjER1QF4cPlanl7axnhpGYCidBmPGxyonmFv6SyxdGmpcwDOpxUmo0VGTZeSuJyECCcMWyrUNaKuEVZhPOoyaeyK4c7NgvXMLPR9DT4H3Cgiz4jID4vIO0TkHX6XjwOHcT60PwR+Yj3u4Ur6CO4Vkb/A9WrrAl/GqfPDwIdF5IdxwuK7/f4Pi8iHgUf8/j+puvb2MUFtT1Sp2wK7IpMV3oTZMhYDCm3tUpEi4NR5I04DSFVBUmIKK/oJBn0IsRRoqKVGm1ruRY4QEgLpZ299S1PXAATrfQAwa4vUpJOZEAGJun0iLziM5xBI1IKYbFA7AWB8LYAbzGUR6vR49ComZSYt09QWw8FXgKEqKTNpRDlykYWqOGahslfT/6l+E22NObS0nWY35lWTh9gVz5NoxL7iDJOFOqk6U6ImLVrEjMVNdsfPEvk6hAjFauj6KVglozaLfA6D+x02N8WPXUNEYC1YQ18DBX5yXU6WwxVNKFLVf4vr1JJHG6cdrLT/u4B3Xc45R03MqdSV2PZmdSEOs784h1zwB/QGtavNT9QytIIG58yF7jmmRFUSYj9YI3EOPpMJnTQr6kkV8Om4QSMISFDwzEA1E2V+hFSVkh/01psB4IqDoJcO3NQiqTaIpZchmPq8gKKIG3Qop9ICewvO3+B8DYaa6VK3hpqxpAjzdohjyQSPLk/z2Zn9dLoFRsvL3DnxFHdWD1KRDie620gxTEULxJJSFaeBNbRAhLJoSzS0SGxTUu+PqJmuMw28dhBcQiGRaTPTnruio82r0cBVkFnoHDW9t2hISqR0aJNQ0t4M3iu5dYiy4pfeLBxL1Pd3ot0+b344Vh41Y0lw9n9E7/sRQiy4VF9fsNPwTrus7h+o2xIj0sn6AkQDM2Renc+jpUpLDRWxpBjaKhRzu1Sly5yNmfJJPmXpsmhLNLVBJUdCAnAomWDEtDjU2cEDjT08MLebxEaMlFpU4w53jj/F64YfoalFRkybKJ7lVHcUEyljJsH451qlSwdDJJa6LdPShAnTomJ6fAShQ1Kq0FahQ0SEUjObl+xLEZKtFOONhwjLvFWGI+174aOcaVCSOHMGBqFgfGFMQBACfd/3CMk+ZTGc6BoqBc3U+WDDOwehgIRZr3ced3xnv4PzJ5RFsm1BI3DnAnJaRBhULY2cnW9LGX9A4tN5WxpxvDvGZDTjE4pSUtPhYDLCzXHdRzwi/rn5Qu5duI5WGtNVw7OtIfYMz/OS0SPsK57li439zHRqRGJBoWa6VEg52JniWAJjpdOkuIKjkDlXlYRytOjvsV/zafniGyNuW02cv30z1xuosqZkoY2Mq1IQjJmEI90RdprlnLPQqd8BQQgEhM+DpkFeA8hz/wXfQ4mIUZMQUTjHuVcUoW0hwQ2Slkak2nX2vt93PGrS0AIpKdWBd6nnNOwhVed4tMC8HaIqdYqS0rIFbI7sY9R0aWlM3RrGjetE1EqVuh3i3vYQRzrb+dLiXp6Yn2R6eJFbR46zvzTDWNRkKlpgPGpTFqVmlvnTs3fyWHuaVw4ddoxDKLeXn2YurdC0EUbUU5YpFSz465tJy75TUrgq8bM/fYM/CM/Ni3VLFnrecFUIgsEBOG4KzJtlLErXJ+24nADtzdhZSFCxnrfPEtp8dzPnY94syCMcF2DBFoikSy2XZxBjQGAepYQCSt2WsdESEEp/lbIoh5PtHIhn+gaEzWkAodEIkPULSL062tKIcbNE2Xvo8U66ogg7ojrHuqPUis9yolvmnuXr+fTcAQ4vjBMbS63U4vW7Hufrhx9nurBIEUvNhNbmbtlXWGRXaYHP1/fz2sohwAmiGil16fa4CukxFqfay72fTYfYETWpmF6lY5TXfAjsRZs7j2BLI9iAKEmBho042m2zv9BvXwe1vUuahQ/zgiTGZJx/wZkYzIOQLTh4PJNTf/OqvUsCcgOkiDBmlnOD29n+LTXMdGvcFJ+hra4IqHcsJwTqtsCo6ZIgzNsSLe0Si6WjBTpENLXIwdYUr60cIhayTMqpaIm/a9zMPyzeysMLUywnMXtrz/K9e7/Ea6qPMV1oUZHImxqmb1YL1zluCvzwtnv48OKL+czyXl4x9DSpQk1gX6HFwWSYlhpiSV1iEO6+a6bLVLTMrC1hpDfgwUUzStIrebbejNrM2HIWPs/I6wL52XtPoUFbxbvw+jWGEJIrSH7gGiJ6vP/5Y+LXBzqwQAMO7kWuSkqikPq0X+g5+xINEQpoaMyodrHSS3Q6koxzorONVjkCmwLOfnbHdrb3vB1i1gp1O8TxZBuThUWuLcwx0x1hzDRZtEOcTMZIVPps8kPdcT5y4jZSNbx+5+N8beUI1xaeZdR0qZmImF6lYpQzV/KEJQBVY3hJ5TAfX3gxt5ROUJaUJq5GYLqwxOFkjOnCIlVJvZ/DPc+WWkakQ9NGxKZLoDQHwNhM0HU2eehQ2dikI2vBVSAIJFPj8yp8zURY6+r1w+seVO9YjOPto9+ZmPpc/pamlHLncMdNs3i+Myd6M3ssULeGUfozA1Hn0Kt5stCydLPEH8BnDRpuLJ+kQ0TLFpx2oc7hmV0XQlkSYpPSKUQkWmDWVqnbMnUtY9XQsjEdDBVSUlxa8d2LL2SxXeat+77IXbWHGDNC3dqsFDi7TvrTqcOzypsqB+JFRqJlZtMq1xYWHAmKWKoCBiVRQ9l7/l041AnckigdXx5dlW5fBCHytRB51uTNCEdnvrmH0ua++lVgcJ17W6pU1GahvGBpu5e+VzU46EgM66Lss+1bH1J8w+d5VY50tzEZPQv0BpdFqZiEhkZUxFKVLvM2puLJOOrWUJE2t5ZPuxwADefA+wCcg9HtW8agPLq8mxvLJ6lKh33FsxzpTHJL6Titcsx8WibCZf6dSod5YH43147M8w3VR5mOYmeKiPUsRe5cWSKP2L6/8wlYrkwZXlI9zKnuKLsLi4yZNBOi++IFTnUrpFHi/QBCU9VHEYSapDRz0RFCT0TPatzSAk1bvOjfeeNgY1OVrwVXjSA4J8znHVZNtZQHfqNzU3f7/07UYsWSqhD5rMNgMqSqWOnXJGoCVemQqGYc/gEhWy8hxYiQ2IgEVxR0rDvGZLTkw4hBWOXuSZSUhDGTuHuxES8cOs6OqO4rLC2PNqapmWUeau5hvlRhOn6WhbTCY8vTnFwc4Y6pY4ybBEMZxFKmP4Ox95LBNWAAACAASURBVAxC/UJwrvaEWdB4ri/McawzwcFkkluLp0lxs3lVICHiYDLChGkS++Kias7EiVFOdSu+14Ghbku0NGbCNBgzbSYL7fP9vBsayvplFj5fuGoEwaBqG4lLmW2t8gM5tbfnj18phBUiClmSkI/th0GSNzUaWjxnpg0NQFKMC/vlHIstX/M/XVikpW4wZX6HXFMR42dQ49fdVDxN1ZN9jEdtprZ/BoCySWjaEk+1d3C8PcZX5nfR6sQ8vbSNY90qk1GvInGlrjyD92i9eu8qGA0tcanC0/GzfL5xPeNmiYlombYqJVFqps1j7SmmyktUxPlEUsgShxpaYN5WOJWOMmaa1G2ZsahJxSSURDd96/QtjWCDIQgEgyEWON4dYjJazgp+Apo+nbhm4iy0CG4QNlU9CejgsSWrBuwlBRlS9bn2Puc/zn0nhMxC3n2EJVE40R1mMqpTk94MHDIIe+3EenCDKWbStDINIkKZitqkCpOlE86kGHID/eDoJH9SupPHzu7g080buKn4QMZJUBLtq00I952PhuS3GYSqKPMq7C7Msz2u87nmAV4//DAphjHpMGY67IvPZklOia8sbGmBQ8kOytJhqrCQhdmqhTYNW6KlBaqbuAQZHEPRZtcINvfV5zDIFBR7aq6EiJZP/oFQjuzCVSfSc+Wgy+l3DsOVCmFSrwFkjEGe52+q0AT6w2SZQy4rVnJoaMTTyThjUStLDgqL0zjcvpnjERcNmDAtX6vgKcXU5ehbfHWjwJgRpiPDy0tneOnYEYpxl9mkRsP2Up+LOZKTULocCppavktyyKkAF1INVGZV6XJr+Rhnk2FOpSNYdWXOiQpV02HeDjGXljjWrfF0dxspwlRhnrJJKEuXsaiFxdDSmEgs8+kQ8zbuq73YbHDOwmhNy0bFVaERWP/iRvRU3FQtJSImTNOx8kpvJg/03m4/zcJ1TpMIITjJ1GMI/ACuQceQuJhCYD0KlXtH0hI7ow4mzK4a6MO6jslXUuq27O19d4y6NS7E6FuEpXBOuBNc+nFZ+nsUJgOCKvATIJYTaYHDy9uJjWVboeFblvdMjrq1VDSQpfQKnN3/e8cNpo/x/IN1W2DCNLmlcpx6OsRUtEjdlkkk8ZmMQ6RiGIuWGTPLxGKZoEVLIxZtibGoRc20vPPTZSE2bDGreNyckK2Eoucb4ZV1ab9yTs56aOxRQ+kxFTkyT3DFQmHABsQCCxbKXoCHqsII2zdIYinQ9ZqDAWLpbc8GHcY7DHsq8Hxa4UDpFFaFFs5j3qFDkZQOEVVJ/PFd6m4vh5/+Y3t7PhbTJzzq2uWvF17GPaf2ceP4DHdWD1KTQiacDI5ifLBQKo8QEXE+BevrFVx5sxHluvgMR5LtzKTDpBgWbZmJaInr4rMUcYzFieKTjZSSdH2adcHdnxcGVemwaMukvlB5M8I5C7d8BBsC+RyCPLlIWbrMWacrQP9sB66kN5ZeWNEIlEmZH4izB22hYS0j0ktBDscMxxhsLBJ4BxI1VDKW4SFuLZ0mRrF0GTOdrPgon9BkFRIMs+kQkVhafr/U+wdClyGLoywL55xJYx5c2E1sUt68/UFuLS6dQ7M2+CxCwVRY7zQj47MfXa/EULY8k5ZJiLyKX2S6ME9VEipiM6ef8VGQWHpCZswkzNqS5y7sUpUlnyPhmJU3M7YyCzcIsgiAryZ0HIDODq7bMm1d8vn/PX9BVbq0VBmW/DF8NGAVCZ8gLGrbJe4E7zpu8MylFVdSPFD16HwK1nUDtiWmCvPZtry32UDG6AOhylCZjFxuQEZEgutnEPwKDcWVwOFIWU6lI5xdrrLUKtGyMce6ka/IHALIWpZFaYc4cgIg+D7yAmFQOMQ4BqiGJhhVbi09Q92WKUuXiljKIgyWS/f7TFyXpJm0TNG0KHlzrSKWGbtx7ecLYT0zC0XkjbgGJhHwR6r6GwPbX4tj9XrKr/orVX3n5Z73KhAEoULP+PLiAlZ7hUYGYd5WmLcNKlHoF+jU3Ypxs+eosVnacHD+lcWRaoQIQBj0iXpC0eCLyJkCZelPUsoX1kQ42vBAWXUwGacmLebsMJPRImOm3UsP1p4wyCPyRKMRkuVW5xmQErXUpMtsmmJV6LRjvtK4hpbG7IlnmYzqVE2HCWNpaMc5+fAMx+qyLfNtz4JwqEmcORLLEjFpUuZsQixKWRq0NKJobF8xUbjv/DOKBcYEoEXdFihJkkVAdkedTd0deT06Hfk+Hr8L/C84Ds8viMjHVPWRgV3/WVW/5bJPmMOmFwSu8qt/UAZYLDGGyWiRg8kkk9EMRsUPKENZXEVg3dapGTLmHuMzxQbt/dSr445+2wsVv38kwp5CnVlbYpxezD5438sCdzdvoCwJLy6d9Co9FNOUMdPONIHEcxgspBEdIl+7rzRtkVi6TgX3jkWASIUvtHfw9/Mv4ujSOAD1pMTp2REOTJ/hO8a/yK3FpczWb/o8iJpASyxzqRJHgW2ZTCsI9x5IT+Pci16RAlGU0rBK2bjszfDcwvPIIzyfLLRrHOV83ZqMjyAW03eOzQRVSOy6XPvLgCdV9TCAiHwIxwQ+KAjWHZteEAiu0UiYGUMOQSArtShVSXikW2PenmHSuEhAqP4DN/AGfQctjWjYhJLpX++Eh6ESecGAyXonDHbrCZWOiSrztsyz3Sp3Vl0z1EicDwC8U3Agu7AapXR8SNQCI9LpMyNm0piGLdLUIv/l6DdwdGYcE/kkIKMcmD7DD0zfw3WFRRL1FOgiGG9exCKMmZS5tJDlPpQlcuSuAzkG7hnZzMEaiVDSCGP8cwvRDO9X6OdwGFRtDGVxgiWVhFShYsyKkZLNAmcarFkQnK+vwUrNS16+wjHuFJEHcCzfv6CqD1/sNQ/iKhAEQkkKtD37b+ITgYIQSFEqxtKwJWbSMuPGlRKnPn4+Zpap2wJV6VISyTj/QsPPc1V8OWe9ox33LchIfaox2X4dVY4lEwDUjEulbakwl7o025Q2xmciFn31HpBzvIEV5xsIWYhjhZSYNv/cqnB0Zpyp8UW+ffcDjEVNDMr1xTPcGC8RS0TdpsQ+Lboo4jMgI5BQ05D6XIEIMyAQ81rWkMQ9B6goMdE51ZqrCYEQzfGihBTLuIE5GyIkm1MbCLiIzMLz9TVY6SCDCRZfAvaq6pKIvBn4CI7x+7Kw6QUB9KjHW7ZNQspw7nkG8o8Qu060RUIvlbZDxCPtacaHnsLgVOTw8h/rVhkrtjOBEhqFzqaVzIHXoyXr/V4pSoke03BdI76yfA37SzOMSCczC2ZtlUQLVGyHCMuRZILr47OuX2DmMHShySj3d8lzCCRY7mvuR63hm6e/wveOPEhFHG15w1rKUsjuJVGl4j3/pVAJjDAZJeeEXPMt1fpbpZtetuMA7XvvefdTxUcDGkKAEeOp4l34Mk8tv9mwjuHDC/b2UNXF3OePi8i7RWS7qp69nBNfFYIA3Eu7zZSxKE1NmLOWsmjmXJssLPJI6xoOxM86Fd6ryM7mbjtWH3ohNZetZzMB0PMFOMdQiN9nXnV/TOPTa/Oy/VS3xrItcqB4KsurT1F2RwsYUWqSkiDsi2epGWcOJOr8FAlCosYf1zCTDrOvMM+DnV3si2eZ7QwDMB41GJU4G1gtT1sWMgnrFkpRL1Mx/FsesM1jbx6E7cOm5Lox0RvQLhrjIjODIceS5Au4L/SbOcEUsJbGsBsT65Zi/AXggO/rcRzXFPj7+s4kMgWcVlUVkZfhFMbZyz3xVSEIDIbUv5wRrtvqM7bL/2zt47byMaaiNmVJmOtWqdsCxnQztbsiFqvGmQdRN3dMaGmMpd1nv8YINdPKPOT5JB0EilhOpUNUxCXIJCinuqPcVjnK7kIjU/1T8FV6gZqMjPI7pBTnS4RdZmBKzcwToeyI6lgVhqIOaSfigcYe3lB9gl1RATBUJMqEWEkMHXHU6qGPYqgtKFHI/CmBAj74AkriUoqGcoO7j7ot0yxyPR12Hez7bdKTa9da19pzciNiPTgLVbUrIj8F/D3Oinqv7/fxDr/9PcB3AT8uIl1cT9G3+F4Hl4WrQhCEOoPEcw8ahL0FSMtHadgiX0i2MVVYoGwSzqTDVMxCRizS0IgTyTZi6VIzp6l5jaAsQkxKSy3GRxmCytzSAi1NKOWcZ1lvQs8q3NRlyiKcSkscau/k1cOPZew9gc33UDLBjqhOxSQ0bUxZukSmC6JZnkB+aBRFKAMg3FxsAPDakUf5i/hr+ezJ/fxzbS93VU8QS+Qo1+iFA4Pgy6dNuwrJ9BxHaQi7Dg7MQNpqcglYAYMCIL9+LcJg82oDIWqwPqaNqn4c180ov+49uc+/A/zOupwsh00vCO57sJ3RjkfkswoNewspC7bB451dHEsmeKKxk0QjjhVnqdsyS2mZlo35yuI0lcJeHq8dZzqeZ7rwLDuiJZpaJNHGOUkyZemeQ+sVYBXm0mEmogaTUcKnGzdgUKaipaxwB3U290TkMutOdEcwKIvAonV9kBZtmbl0mJpZZjKqMxa1aNoYIy4pp+wHzoF4jut3zXDwqV38cfVOpvb+HS8vNTJNJWgFLrux58QMCPuFz85huFrptsmEQPb9VQTA4D4XoxlsNmxRlW0Q9L1o4oRBgciFqYzhzdVDzKQRVdN2hB3JGDeUT5IUCkRYRgtNDi9P8tnZ6zO+gHLUZUepzneMf5FRP/uGVmYhbTbMpIHJB6Bi1DslIxJNOLw8yatHH2PMKKHc2XnILdPRsncCLpNqb9buqFLXJlOFRX9ey3xa5mBnipbG1IxzVCZaYLKwyB3jxzh6dpyDR6Z4T/F1jOz+W14Y9xiEAsIQPif7L+NZWNmxt9LzvhisRQhsZrMA1sc0eD5xVQgC6AmDfK+CAo5zf1SEilgmq4d4TeUQUb76ECUpP0Nr2DA/4cJ5x5NtHGrv5N65ffw387VMTnyaqShUJhpaWsBRmbo8goxHQJ1zck88m1GUFUzKDfGZnjaAp0ET55wMr38svQFaEkNZLZEvPkpViQop18eHgSAoXK1/hOXO4Sc5vbfGpx69kfuevJa/Hr6D6YnPUBPfBVkMceiXSI/kJI98OHTwuUJvMF+sEPhqwFbR0QbDSipoqEo03sPfqyvI9R8UGAV2Rh0iEl5SXGahcpThqMXfnLiV98sr+d5t97KvkLhYPKlvNHJubj1AzTg1vqUxu0uONThv7YcsP3f+HJEn/UxJWaaepz8Lan1F8NWUTlBMRqcpb7+XM/tqPPzYHu6Z2cd3jN7HjXH3HMs7XxvRXxgVSqp91+eBAX+pAuBqNgny2OzEJFeVIFgJebt2kI6sn7W3/4fcIQW+s/Ygp7aP8ZnT+2mmMT8+eTdTkVIWy4wtUTPdjHsgUJhF4qrpjnXHmU8r3Fg62UfDNdiDcbXXJ5QWh4KggNBJGfqJSw7Ez/K6ycd5/NQOztSHeaKzkxvj48TSP9gDMYu7ht41h1Lj5xvpyQObTutQFbqbXBBs7qtfAed7iWIpUPKx9lgiZzpk//XqDEKSzK6ozI+M/zPfcc0DHKpv5/1zr+RwUsxCfqGAKZgGIaTYsEW+2NjPZxYOMFVYzBKOel2Nfb8/erRkqfb2ySOrd6CfXiyk8zoHn1AR4aVDTzE9sUCzXuap9g5aPoqS5I6b+IKprDbAC6mQGhyqNtdrJt9sg/pSYX1PxwstGxVXvUawEvJx8B41uRuSbU2yTkEG4dpCiXeMPcx3jdzPr518I7/45L/glZOHuWHoFDcWnnHHGqACB3ikvovrqzNMmLZLaspV5uVn+Ia65KGGxsynQzS1xPFkG2VJ2B3PMWaW6WjERLRM3RYZM21q/vJDRKAiESVf9LSrUudoMsnBxg4WRmFnJBmBifGDfi5Vdkah0jHnLJQctbusn19gLVGD1VrLbQZs+Qg2OVZqcFogoq3drFoO3EDZbmK+c+I+fmvp9Xzy5I3Eu1OalSOMnpNi65qWbCs6Oq9Ehdj01HzANwl1jkWDJRFLWdtYFSakQc0sM59WONKZpBa1OJ2Msrc4w+HODm4snWTMOH7EY90JmrbIraVnfM3CUHYdZ9tVGloghDN6PgjoYDIhYumVZueRzxdYD6wkTK4m/8GWINikGPSGZ+vFEOfy3oOmYFHuKJ3le6bv490HX83dpw9wR+UpXlOez+3rcvy/tLyPhc4Q04Vnc5198lyDPUdgJI40JFVLLCljJmEq6pLGi6R6CgskvjjgQHGGItbN3IrrgqwxZ9Iahzs7GI+WKJgUFE4sjjCTDvOCwlJfMhRAWRyTciRRJpxWmo2v9Cyd1xQ2qzYAW3kEmxb52Sn/Mia+ghHylXO+pBllWAq8YugwfzP6NXzl6WneHb+O8p5PcHupnpkYdY04vDzJDcOn2REt+Vm/R4Q6SBnec9g5xqRYguNGwLc/K3mfRIm0R1girpIxpUXEEneUzmYmx33b9rAwN8wXm9dxe+nLlDyTczBRYrXUc30SrU80Cr4ScEKtq0lfevEWVsdmzyPYvGL4PMgPdOv/S7RLWxMS7a6qkjpHXkpgRe55202mRge6r53bF3ny9CR/evYVnEh74cjDyXYWu2VeNnyYmulmefuBAj0wIAXB0YsAkHUNbqpSt47huK1CUw1NNczYEk3r2JTTgazBkrj6gjvKx7hj9zFAeXDxGuat+khGrzlrJDjeQV8+3dKUVu6+w3UNSek5d/ZtRueiKnStWdOyUXFVawRLtpURagSPfJiFVxIGIVqQaAoSCE56jr2Wphzs7GTnUJ3vmrqPv5m5jQfPTvPQtt1MDh2jpcoXG/tZ6paYjBb9LJs3CdI+mvMQbQisRLEvMS55H0JLnQqPQkMLHEkmuLYw18t+lC6JGhKN6GjEVKFJBNxYPc295b3MtYeo2wJEUCKiSS+voKUxc9bRo1mFUdPrEZkrNt7CGrFlGmwQrDbLRz55J/a2v5uVbZ/9m2j3HMLTgHzuQVOVue4wb972AC8tn6I1EfNbp7+Bv597EXfsOkZLC8wmVV49/gSTUcs3/OzvkByYkgfPk6hQM72woMEQ0yURy0wKZUm5pXgqYwp2IUloYzG+b0KiwkxaZTapktSL1EfLnl03hC7JvneqO0bdDrGnMJeVPkPo83DZxWxrwtXiLLwafAQbV1dZI+74mtKqL1TFFLO04EJOCAQijmA2BCHQpce2E+zlvEZwvFtlOGpxoDhDjHBr+RjTYwvcf2aahzs7OZ6OMhy1eenQYWKUJGdvh2OG8/bOYTw70AC/gY/1xxjfKs0lMpXFlRWXxbgKSVHGjWFvZNhbKHBdXAdArFAuJBmhaqBVdxmRsLvwLA1bYswkGf9hgM39dzG4lIG9masO81CVNS0bFZteEFwIJSlQIOpj4UnV9tUkpJ6sM8zcvQEbMvCcs/Dxzi6mCvNZo5LJqMVLJ56m0Szx5zMv5TP1G7i2NMuE6W/WEcyDwUzG/GArD3RRBrLcg8BWFEg+g4/BCY6gRbgEqUThxPIYGim7qotUJe3TSEKW42TUYCxqkCJZO/YUzZ5D4p/RWgZ3evLARQuB/P5ZA9ZN6B8IsMialo2KKyoIRGRMRP5CRB4TkUdF5E4RGReRfxCRg/7fbbn9/7WIPCkij4vIGy73/AZHhxVljrKeEzCgt65/ZsoPUtcYNaWjBfbEzxI4BaoC3zTyENdMzPP5o3u5f/4a9hbPer5+PCXZymp2ME2MD+0l59HGrY8clKVHHRY0h6II+YYqB5NtzHfKFKoJLxw+RVmENilN7ZKo0lJnGsSizHRHmEldQXOCu0fnNHSOz7yGtBouRQvIf2etFY8bGarrl1koIm/07/+TIvJLK2wXEfkvfvuDInL7etzDlf4Ffhv4O1W9CbgNeBT4JeCTqnoA+KT/GxG5GUfNdAvwRuDdnuf9khAGcn7mj3KqN5CZA9Z7zvMaAPR490L3oD3xrOtK5A8Ri3BTXOdVOw5hE0OzGzNmml5lz/EM5vos5gUAOAdiW62bmX1Vosn9F+B6H7rryacZu4apbr+nuh0++uztHJ0dZ9fEAndWD/rtvfLmlhoWbIFj3RqpGo4kkzQ0Yt5GHOsOcTqNmLOB6MVmUZb84A1/X44QGDQ9NrM2AEJqzZqW8x6l19fgTcDNwFv9uMjjTTiy0gPAjwK/tx53cMWchSIyArwaeDuAqnaAjojcBbzW7/Z+4G7gF3H87R9S1TbwlIg8ieN5/9z5ztPF0tYk8/gPtj6zKNbn3EdicoO9v2dBCOfl1Wi3n6WpKQc7uxmLGtmxy16oVMTwoqFnKFdfTKNToq5lIlmmZQMjcX8twmDTVYsLFQLUbYo1yrAUM4ERiTMN4gEh5u41FAy5mfsLrb3c/fQL6MwMURp/lsfbu5hLh7muOEPTFgFYtGW+3NxHohGRWHbF89T9tkQLzGuBmqkTMg6DtmQw6+bcC87Z8AziXYfW5bjPJ9bJ/l9LX4O7gD/29GT3eK17l6peVmeYKxk1uA6YAf4/EbkNuA/4WWBnuGhVPSkiO/z+u4F7ct9/xq87ByLyozhpyO7dhrO2RVkMFSk455tEWT5AGIShHRr0Z8yFwdlHW56j9WppysFkmGPJOOPRkvPuh7Cgd0S+uHScl+1+ms8c2c/diy/k5olPU/ROvbanNx+mkAmDfq3AaQOucYrQUkspqOQSuARDFmJPqAQfAwptUv6xOc3vHnotzVPDTO6d4zt23c94oUEtWibCMhUtAa7d2Y5anZrpUBZ/7lCQhGtx3lID1hKL05RqJl6XxKL05IFMCAR+xKtCCHBR4cPL7Wuw0j67gQ0rCArA7cBPq+q9IvLbeDNgFaz0JFe0nP2D+wOA228raU0KnEgt4HrwjZlCX9ZeGPRd0pzS3cscTElX5NXvaQM72RPPMRE1qIgl9nTi4NTnkii31p7hc2Yfn53Zz6tqj3N9PMvOyFX7dVT7iD7PUYvRvihDry7AXVu0CmlIuK/72yO85+lXc+bIOMXty/zA/s9zV+3RnD/BlT13VIlJwfRo0kMfA9dwRWnYInUM41GTyGtHFdGVf50VsFoZcXryQN89lyTe5OZADupbT64Nl9vXYM3j5GJwJX0EzwDPqOq9/u+/wAmG0yKyC8D/eya3/3k53VeCQRgxQ4wb5Xh3hEeSCY6lShvn+HIzcq7DcO5ltPSbAXkEz/mptMRcd5ibiqeYirpUjTch6PU/rJmI24eOsGOszokzY3xo5uUcTCYzp1sxR2Ay6JRMUTqYc3od9hVESS8HIc8p2NYup1Lhj069hqee2AWpcOv0SW4tH+NEt8zBZJi6dfkPHU/fboCqpFSMcz5WjXEOR1zb892FBpNRw4cq3bKaw3OtyJsUoSvz1RI2DFinqMFaxsAljZML4YppBKp6SkSOiciNqvo48I04W+cR4G3Ab/h/P+q/8jHgT0XkN4FpnDPk82s9345omJeWljiRWuZtiZZaqpIwbhQr2t+RR3r8wCu9kL1WaJamHeLllUPsjNJchqD1VOA9592+wiIv2naSE2fGuOep/ewqL3Jb8bT36ktfiXJ/IlGPEKRpI8o5SnV3fS7zb9C30NKUEyl86NmXcc+j12G6wtQNM/yLHfcxFS1RFouhRc047SXUIaxEPlLKmUIVCWFEMiblpqYMaX8reOh38A06E1dCZs7AVWESBKh3Fq4DLtjXADdOfsr7D14OLFyufwCufGbhTwMfEJEicBj4IdwI/LCI/DDwNPDdAJ6//cM4QdEFflJVLxy/ymHEDDFsLEu2zek05VB3nCRaYGeU9uLvPmtvtRkpDFhXV6DMplVeXDoFnuAjqNmhgCd8J0W4sXKa+vVlPnd4P587s483j97PdYXFPr7CwXMlnq4sRojF9oUHe+3F+qnMElVOp8pfLryEP3vsdqJ6gR03zfDT132KVw09TU0K5wzaGHxSlWN8TrRfU4Je7UKITgStp27TPhozWF0IDCKcy2IZktKmDxWuhsvvLLDmvgYfB94MPAk0cWPqsnFFBYGq3g+sZA994yr7vwt41+Wc02AYMUMMSZeameOhzhhPdwuZzY5a8v398k7CvvwClBPdYRItuPi972SU5GZW1+0ocr0BFG4uP8NtQ0c5tjTG8Zlt/LfJr+Ut2+5lj7QxfpDnowjgeiCWvd+hZlx0IyRA2cy0kWwQJ9qlTcp9rT385eEXw5EqxRfUeeveL/CKchACg36Qnkoeqi1LvgiqrQmpOlPKCSYnbGKJnOakhkhS6jahFMW957MGopFULW3tEktESeLMSXq1mQWwblGDtfQ1UOAn1+VkOaxJEIjIS4BX4VT2ZeArwP9Q1bn1vqD1QiwFdkQVbi8t8FhniIfa07SKp5mOXEVgGCSxmL6GqUGNXrApZ9IaN5dOZjN65BN6Ys4N5QHcWpwnRbl57BTHTo7z35+8he51Ed+27UvcVJzP2ovlHZMtNYyZlLJENLXntGzaDk3tciIt0LBFaqZBjLBg4fOta3nfM19H48gIUlAOTM6w0K3wUGcn18VnmTAJoyYmlFAPVhHmuRgKRCApsRpi6fU9THJ5FTGOUq2tSdb9aBBh4EfSc8e2SXrZkRiWtY3BUJk+ctm/70aC6voJgucL5xUEIvJ24GeAp3Dhv8eBMvD1wC+KyFeAX1HVp6/wdV4SDIZtZojbih12F57hSHeEulX2FuqMGe+00n6PfIrSVstM6noKjZnUH0n67OseB2CaDZ7Qx+9N2x7i0DXbOXRiko8/cQuHpyf45p0P8YqhQ+wt2D468fm0zIRpYjA0rdDE8j87ozza2s0TjZ2cWq4BMBK3KZiUs60qR8+O0z1eBYWxF85y18772VlYIBLL4WQ7J6TD7aUFKlJwps4q72jQDgIfQaqa+T3yLM9l3z4tcBquxFw02PwkX0/RJaXrsxbjy3Q8blRs9qKjC2kEVeCVqrq80kYReTHOqbchBQG4F3HYlClJgVHTFSX8VwAAIABJREFUYMGmnE7LNLXDuNFzwoYWpaHwWGcXB4qn+gZ/yMXPaMa9HV+3adZhGOC24ml+6tpP8ZltB/jkiRt45OldHHl2nC9M7+PbJ77MbcXTWYhzxLQZlgKn0xafbN7E5+av595je2kvlIgaEablmqdorGgEpgOmLZgYSjct8AP7vsCtpWeYLrSIPZfBfe1p5u08lSjc0/lVcWci2GzwB42nx3cg/t4t+RLloAUM+iMg1HO4lmrhHBW5+rSBgPXwETyfOK8gUNXfvcD2+9f3cq4cYikwKoaKpIybLve2R5mVDvviBhXpzYKJKkeSUeppmQnTOkcJzpsF1jvTEoQx04soFEW4uXiG68bPsj1e4q/Mi5mrV7j7iRt4bHInr5l6klcOP8HuwjzHu9t4Ion5h2dfxKeeOkD3tCM+Mds6xNtaqBU6yzE0ChTqhmhZEIXO9pRXTR/l6yoHqZjEOxsNZSxT0QKxLx4KmYcrxfdDbD+fhu2elUvIylOsJer4GIZzWd+OuHVlSrNIjG+wqrS1m5koVyMUwW5g0pG1YK0+gv24CMC+/HdU9duuzGVdGRhM5iS7rTjP0e7/z967B8eV5fd9n9859/ZtdKPxJAiQIEgOOZzhzmN3dnZHO96H9yHJWsmKLNmWJdmynSrHSZWt2HJVKiUlfzhJlSsuJyk/YyeSUk5ix7GUxKus5I2eu5pdabWPmd15v/kYggTxIEAADTS6+95zTv4499y+3QRJcJacJcj9sbpANLpvn9vd53d/j+/v+004n9aZ1Ds0cmKObQdvdWc4lSx6vsFSxDDIPWhzCnIvv6772Ik1Xu4c4EdmXwHgdxZPc2lpnF9d+RBfGHmEB8bX2OhUWW4Os71aQzJFPL3Dh+cu8LGxt5mrrKGwrJlhvt48wTPzD9J+a4R4S0BgSKc0VBddgk13naMiJpdvd7n+oSGRXqEPek5gsHvgYcUDWIv8tNasJVZZUQcYtEGHEIqbQxIXMx33qu3zgGDPXYNfB/4X4Ddg/32ag19QheKArtFQKRu2wyvdUSzC8WiddZtQlZS5aKOPeThGFUIgoa4Q+u21UvERUaTO8wa0nWMi2uKp6nlqyvBw9TLPTDzM1xaPs7Y0wvPLw+EpVMfbfHh2ns9OvMTTQxcYU1JImLfdGo8nF+naiN+7/BhRS4OB1c4wqVMYcejAP4hXZDYOjJQ7IruPFF9vc5bFUW1RKwi6DKaohwy+r7s5A4slc4aOS2/xk9sndq8XC0vWds79kzu6ku/Absa2u9vfFIohSRjSCUnS5I20wplsgpVshFg8VHnQCfS/Zm/EOAznBItF0XKGVZvwydoZGvnQ0GdqCzyRXOLJ4ZP89thjLO0Mk+iMY8NXeapxjo/WznBYQzW/eod1xzgO64ynGuf44uhDsDKEGGGtM8S6HcrnCHqgJet6wimhpnGjin9xbi4vEpawFNDTYWhZQatr4djl91+h+obAwt8Sie8pENE1ts9Dgr06gn8sIn8X+B2gE+50zn3rjqzqFm2vIJVyJbts46rG0wls2g3e0ls0bYKl1y4E+nr/Cj/jv24djZJ/CBvGdx1iJlWHibwoGCDCtcjyF4bf4SeGzxWbNEw+6hJ8OExLhv8DPJJc4uBEkyvJEKrrNRGrkpJIXtEPTEjigU+ps9i8fWedYFy3T68hEJRu2XYPvFQCMpVf2+BIxNF2MOwcKT2kYZl5adm0GJaIjstIcmWpW/mM9qvdLxHB48BfBj5DLzVw+e/7yoyzGHavdA+rhMdiw5LZZMEModihoUrCJLkFYlHrpGjNlZ3AoomoS8aEikiKzRJwC7F/fXpEqv05+bVpDDm7cV11GR9qsRw7UL6lGOd1iN7V22/6MLvgK/eucAgd5wuiwxIVgKJBQtXea/ecAPjBpNT19BPDJGFICYyzdJ3jss0wCNPai8ZuuS6p23cZ5Z7NAdbeH47gJ4ATOafAvrDdrv7+qmnzMdhri16hmHhIC3XVYdvChjWMKgr5c+iBbmrKw4NNsTEcK8aHxAd0DzhUvroHjoQwhus3Ww9tZ5wj6pNQ71X1NY6KMt4x7AhtE5E6r8xUKQRRA89CT2o96Coifhpy1SoSbYnRuTOieO3dBozKwKKWowA+KTwHpD+ud0gNpbHWYJywZi1XXJu20zxx7DuGw9+95oB9HhHsNV57ARi7kwu53bZXCqzdimVaFCOSMKUrGPwXuuUyUmwhaAq9eYPgBJoWumhmCvRiP/fhIC2apceQFKYdy2sY/P+mTdjoVFEdwVYcrSym6zTd0nkapGAh7tUJ8r/lU4gtGxevb3OgUDgPr7+gStwJ/tzWbT69KBREKoEGrp9JSTOqNDWxWAebrkL3PqBHd25vt7vV9hoRTAOvi8g36a8R7Kv2Ye+qe/0wtSDSFIVGcVjDiumyYjVTyuabg/wxvfpB2zm2XcyU6lArpR3ltCL01CEPt53qO06PGEUVQJ2yo1q3NdbbQ4gFq6EWpVTE7Ipq61NZxmEI6s0UzMbhfHugYFfMT/T+5iOelo2o6oyqwJqNch4Gf4zUZYVmQ9Om1CRiSmveyTIqe+A9vCfsLt7ke7G9OoK/e0dXcQfsZp0ELdf+bTCdsFgiNBMqpmNycRAX0Hc9J5DiWLcxdcloKB9u948Ne/kwk0uSBxhvLJowUtwrGEoROYS1+H6/ZSEdZ7uVIAZsbDlQ3WJMddh0FaCMBbDFmVu81mJZSk3twpjcc4CldmOeKsQIXTQ6V0nYtAlLpkUiPQq4mlS4Ylq0nWPFWipYquJyncX9HTbf3O5uqvK92M1mDcR5e+Zmj7n9S/vObDcnMBgJhN9VqSdeDtv9z17eHIsU6kNxuBriWDMRGlfUEqCfcyBs5JReSzKRwKLU4wjQIgVh6iAAaN44/nD9FOlqlcQBw4ZjQ2sk4miZCkrvXr4JhT4vetp/f3iFQWcU1rtmMxrKpwl1SfPOgWZMt3Ol5X6H2lAx2JQNK2wTUSdjVEH6HgmmfFdtn5/izZLoL4nIfyoiR8t3ikhFRD4jIv8bnlxkX5nvlecEGQPdg6B2FLQPAl2Z/5sH6lQLghLPbmwQprShJlHhNCL6lYZDa64quuAt3HQd1myXZi6+Gq7Ag9HKFdPiN5vv52sXjlNZ1ZiqY+JAk/dVF6iI0BjQUTClj7VHqdYjJ6nkG71s5TZpqIFsO03T2jxdcLSsrxlMKovO05zUGYzzCEWFoiqahsrQONpOs2Hh6JHFd/Mx7R9z4Kzs6Xa32s0cwWfxMef/KSILIvKqiJwF3gJ+BviHzrn/9Q6v8bZZr7jVq+IPFguLuf2c8Th1lqb1OgBtV1YvgjNpjefbRxlTaTGvUMzyl45hsfnQjb8Gt11PdCRYiu0b2Q22Zdv8u62H+dVzH8JeqAGQTaV8+OA8pyuLeNGTnnyaV0XKayH5EJECuqhCODVs0PIakkGHiMM6YcVUaTtXbOw0f86yGWbJ9Aun+vdPUZNewbJ706/YvWKyx9t38Ao30AQZeNx5EXlJRJ4fIEq9rt1s6KgN/HO8xkAMHAB2nHPrt3oSd4OF0L+Ymd+lTjBo7TwaUECnkBL38OH5bJLTyUIfaGhQVamcaoQrfssZYoIeoxS0Z7vpDj7bHeL/XfwAG+fGqGwL3XHLA0eX+ez4iwV9WiXUQwRUvmmBPooyvwZyQVUfxaQE4pGAcQjszy7XixTWbcyGzaiKYdvF1JzJc/+UC9koR6JWEfmEqKblHBUs20So/R4z79Xem9MMmiB/Pxc/+QW8FMBu9mnn3JW9HnjP7to5lzrnLu9XJxDsVpV12qWiXzCTFwdno6scj9pFuw16acdunYngBIzrKQuVn+d/9p53yTT5jfUP8vqZw8TrChdB9cgWP3boJZ5IFnNHoli11fzcegstxFXy+yqFQ/Jdg3L64FuXJp8SDBOVYb4gzc9Z0DjWTELTKlI0LZcUjrJ8jg2lcozFfWRuj7fvzP4MXguE/OePf8dHzO1+idtuyQIBRwDJBJHQ4BDaTjiTTjGleyPM4XllS4toQtF2xjuBvglFnwqELkKaRw3B3kpH+PbqEZKFGJVBd9zw9JHzfLL+OqNKF0xLVcl8azDf9NsuLlSQwDsFU3IS1V1ajsERtZ1h21raLkQJhi4ag9B2Mc9sn+YPWg/xeucwxgmtPIIIKVciUV/7NHX3wVcsAIr2cst1DUq3//gWXqlPEwQ4eJ3HOeB3ROS5vR7/npFFv1W7XnsxFApDtyBIkIOnFbNO2LQJqYuoldiQQ0Gwr9Dn/N9DFb5bqCiVX6/HF6hFipZi6gwr2QFWt+uoDB/2j3Z5auQ8Uzolzmv+oaIf5/WHav67IkwQur5OvsLXEVZtnRNcpTxXkObxSMcJ6zZh1dYZUy3OdA9yPL6CwjIRbXGislxQnveO61OTzKW0nWFCVVgzts8B3ct2m3QNEJHfA2Z2+dN/eQvL+ZhzbiEXD/pdEXndOfflGz1hz45ARI4Bp5xzvyciQ0DknGvewuLuiD33Yqeg3Nqr3cgJ+J++It52IYCWoni27WIWzSjH45XieQEzEOTVgD5Qjkcluj4HoPFKSBvWEIsfZQ4RQkDv11QHpTyE18ZwYGKLuXi1WGMgUDVIyZEoRlVGNW9PIuQCqIqGsjn/oON8d4rT8SqjSlgwlte7B5nU2ygsbRdTEcOU3qIqGaeTReqS0lCWEXWetouY0Z6DAQK/oS1an1XRuUKSKdqs97zdpo6Ac+4Hrvc3EVkK8mYDmiCDx1jIfy6LyOfwUmo3dAR7ittE5K/jBUr+5/yuI3iOgn1pN6oRBKKOIEjqK/leddhvsIwZvcGUblOVfqISf2wpREhCUTJG5ZJsOhcSUcQiNK13GiGsD0NI4DsOB3WT0aE2KvUgxHYa8eLOUZ7vTPFGGrFkumy5rCj8GecK9GAZJhzoydN8sCgWmNRbKPzcwPlsnG9sn6QqKZN6h9lokym9zZTqUBeTYwj8OVbFsGhG2bY9TEQoLlpc4QxiFBMqorqHguy9YOL2dvsO7fP02vV/lZ4mSG8dInURaYT/A38KTzZ8Q9trRPA38V7l6wDOubdKmoX71sqRQQjHe3/rTQeGENsCi2aEKb1FXOr3l8d6w+896K7tqwMEp9F0GR0nfjiJ0GZ0feua0C3Gkx2uACqFzUsj/PL6x5k5uMFUbYsHGyvMJld5OLlMVa4wpnrgof51OWIxheOKEWaiDYAcF5EyHW8ypjqF/Lq3UCewrFudRzGOhtohHeBgKLdNrXM0XYeWc0yo+yD7vD2FwL3Y32cXTRAROQz8inPuR/DjAJ8T/xlGwL9xzv3WzQ6810+p45zr5gdHRCL2PZbKW8elRUowOF0I9F2l123MajbMXLQ+kOf3pxr9Iqueuw+89iLOh+oAh3SQ/3JFZBGXio9jSni4scQLJ48y/FpMsqbRXU2rcpC3xg7y4uxR1FDG+49d4v2jl3ggWWEmXmdSbVMVT4oaju+1E3qoxwBCssCY2uFwfJVYvLPT0uNIAA9ZDl0HD2DqsJANM1XZKejgy2rUCsuoSmiZNuOzF9/tR7OPrCgE3lFzzq2yiyZIngr8SP7/s8AHbvXYe3UEz4jIfwEMicgPAn8DT1t219it1gnAf2lj8RwCqfNX7jQv7O0minomnaKqUhpiivw8zUVAEO9OFMqLqJSjBfGIRYUixdcLJlSFCM3gSHLQBkhdRoziE403eOHELG9VD2LXEnRbUF1Bd6C6ECEm4qUrJ3hhbI6k0eHQ6CYfnLzIk/XznE4WmdUe0pM6D48OXY6qmKIQGovljfYhDkdXmdQ7jNLjYPCzBoqayjD4icsR6dIkIcXmOg26qG1s2TYtl9FQcSmyuA9sn18W9+oIfgH4a8BLwH+CV2L5lTu1qPfSAq4gER/Od0pMRFDSL8CRuohHKwtFNOAr7BYrjlrprbQ4ls0W86bCnO5yQHtEYChATqgKntIrK16r5dI89I781Vh8nv1UcoWfm/siXxt/kIXOKIs7I6y3h1jfHqK9PoTajIg3BblawekKFxrDXJie4JtTR/nQ5DwfH3mTRyse4tt2vhXqW46GRHRedHSsdBusmAYHdQtKLEWqqA0o1q0veDYUNFyHprUkqp8/IZGIDZeyYYPIyn1i+5x3Za+OYAivw/bLACKi8/tad2ph78bKCj57tSBRrlC0XMZ8pvP2XBmcIzStQmNpqAzjgJwgVAsoRzFQ1CblYiZ8YesJNrIaNdXlh0deZFZ3OZPWOF3ZKSIB8HRioT1pCMSgPXqvhop5urrK6coV5rMG66ZG6iLWTY232jO8sXmQVy8dwlytEG1q4k3BbQ1x+XKVzx8c5/zxSX720B9zurKEcb7wGaP4YusBnqy+w7HIorEkOqNpPZV6mbQ1OKrEaazLQLyQS11SzqRjjCZNktJ7Cd5ptF2vi3DP2z1ATLJXR/D7wA8AW/nvQ3j+wo/eiUW91xby+XXrOJNOYVilLilV8X1w7SyXsrGidZcidPL5Aw35DEJGjDBvKvze1iO0TMKPjX6L+XSSX19/kgPxFp+pv8ZIzu0/iNHXAxsvpC3gdQNHxDKtduiwVcB4P1o7w+JIgxcOHOX17UO8vHqIxeVR1NWYaFOhz1d5IZtjItlm7MDX0GJpyCZNB6+0ZqmpLjN6HoCWifnjzZOciJc5pLsFs1FR+xBLLD2OxVgyVswIHbdBTfrVohJ03rW4PzoGcFs6At9V26sjqDrnghPAObclIrU7tKbv2G61XhAKglVxHNRNFrIx1k2NuXiVqqSs2xpnOwf5TP0N2k7RtJ65aEbvYFwOwDF+g39x+300VJvP1F/jwTjlsL7IV5sPAjChMyAuMPm76ScCBe13magkzPwnzqKVKh4zp7c4Fb/IUu1Nzo8d4MVDc7y8eZgXzh0hvphQWajw5aEHsU4xpLvsmAoLrRHOLh3g2weO8Pb0mzxYXWLHxLx+dZpjQw8xG32bAyru65xEaGo5KUssminl+FAy34eUDEAsX2zUtOy+Ybb7zu0+cQTbIvJkYC0WkQ/hxVD3vQUeQ4sXOJmLmjRsm5WsgXEKLY6znYMspaMAtJ0mFlOIl/iN4Wiorp/OsxHTyQZzUYeYiLpyjMctDkRNGiXo7SBRaLCWywqIrsoHmAbnFgIVO0AiIRzvMBdd4lRliUdrhxir7PAMp6hcSKi8XOMPmqf9VatiqTY6PDF3CYDfvPgY1fhh2mlMrA2raYNvto9QUx3GVIu5aJu6UiRoRlVCx2V5q1AxrWHNZoQyKcCSaTOhYlIymi7je7Y/bK+O4OeB/0tEFvLfDwE/dWeW9N2zYYkYFjBkKBxvdA7RtFXm2xMcr66yaoaoqy5xnjJsO01VPBNPLJbYOWrab6CgoFyTiPdVF/j99UdYqL/BQ7Eq0IfBgsYg9EhSCxHSErtwT6OgJzXunULMkMR0XMZhnREnl6hOduFheMY8RDJfYehSRDrsmHjkKn/x+LN8pv4abRfx5tQ0TTtEVVJm4zVOxOuFUKkWaFrFRqZ4MBavTZBPKPrX1dTE5F2WwNbkqd6hh2e4H+y+SA2cc98UkdPAw3iUyevO3TuyNbFEWOcgv7pOKMXTQ+dYNMOc706xwDiXu6P8352nmE3WORRfZTLaoi5d34/PiTgATiVLzETNohUZE3O6sshvucd4vXuQk9EGgZmo4C3IW5G9OYN+1F5wBjj6HAQEujOX8x1U0E7QkmHjK/zQxMtcPDbKuY0jJKuCWNDK8Vh1ngciQYvlscplynMSiuH8df3MxQHlCqQkhHpKj6IsRAnGOTZcmitFdWhI1Jc23NPmuG0Q4++W3Qrs6yngeP6cD4oIzrn//Y6s6rtgoXMQxD+nNdRkE+MUaV0zEW3x3PYDvLJ1mOfMMawTHqhf4anhs4ypFmN6h9QpNk2VSuxD5QDKOZMe4MLWOM2xITLWipZlb7P3+Auhf5w4WHAOsahCVr033dgrMEZoEhwTOuV4vMIHJy5xZnwau1EhWRPWtmqs2xqxtPs2+KDdiK8hkZjUZUVBM1CdrZiYCoa2EybUtZHPPW373OftVQT1XwEngefpsWQ64K50BLcKLNq0O34zSX8lvyLCiGrzidrbpE6h65bT48u0nWbbejqQb+0c5+vdB/lE4w3Odg7yyvZhOi7mVGWJqqR8beckX1h6jKcnz/ODtfMkUity/vJr+XC/p50wqC9QiKG4HgrRP65fqjwwLE2I0NZtHq/N87sTD9G6NAEt6G7HuazbxnWdwM0sOKyyNkRorbasJnXCmu2iRPja+eM8ffz8u3qd/WT3RWoAfBh45G4kKb0dFufCpdb1t/MMvghYE8uGUxyPV6mJpSqWumRsugptF/HR4Tc5Hq3SUDvUVIdj8RXaLuLfb3yA3zj7GM4J3z/1Ri6W6q+0Xhg09cVK5/qQjOXRYMhpzAaGkswA8MmU0IxaFJkzxPmMQaRzCHUVRLmCbORmTM/Xs7JQTABjpc5gHUX9pO2EGNdHnX5P2z7fGXv9FrzM7jPSd6UFYNFerJNvxsDfX76tW13M3G+7mAmVUsmnEWNxNG1CQ7U5GV+hKoYxtcPxygqnK+t8oLLOZ0df5OjEVUQcLzVnWbf9m6IMuGmVKux99QF6zMi7qRAVYiu7SLhZYCkdZX2jjjiwEVTrXaaizT5yVv9Yy1XbYtlskeZrsQP/0tIaB7sZWy7zvIhI31xCVQzPv3NkD5/EPrf3hqHojtleI4IDwKsi8g32scDJoAVhjt2saQ1rpsFY3PRXN7GFE9AC1sFKNsKpZJGqGJSAcYopvZWPGyuerLT4z47+Nv966KO8tjbNNw8c5kjUC8nDnIEWYZgKAKZEI1KOCgadw2D7MXVZnzPwrEiKy91RTEdT2YHumGNmZItJvcWW61KTGOsMLdf2JK0OWlZjaTOq4oLifMOl+fi0JsMUrUvwjvSKbdO0nrSlzLnYdQ6DuueVjm7TiPF31fbqCP6rO7mI75Z1iitfLxSPUaRYqiIci5rECOtOMSI9Pl6N1wBs6B3mog2UeNafpk2Y1U1ioqL492TSZGH8NZ5fPsyXN07zmaFnGFe14mrc0z/0luRKwsGuJ0xa/nvoGpQtdYZL2QhvNKdRGxFOg6lbHhu/zIze4dnOODO6yYTOSJ2nLg+0YitGs2oNGudTABQaR6oyqniJ8wBo6lG825zpWeVEKVBVvrtRlYzn3pnjQ8fmb88Hdzfa/dA1uJHAyX61nu5fCVdf+qlFUxXP4VcXQy0n+QgSYl00c9E6DRVGmL0zSAYuDTWJOVVZZCjOWEtrtJxhnJ6kWjm8Lo8j7wY2Ktugcyjn+sZZLpuM328+yisLM8QbClOF5GCLjzTOMq0rNNQGZ9MKC1nEhO6gcazbChUxGHFoZ0nx5zSpQ3ok+RRlm1FV5UK2jUFo2Yg4r50Ehei6mJw+XWi76J6XPtvvEcFeGYqeFpFvisiWiHRFxIjI5h6fq0Xk2yLym/nv1+VmF5FfFJG3ReQNEfmhd3dKe+saBBaiQe6BsgVBkoZSufpv2KSwYur+KpgzDlVEmNAtKoX4SX9rz1ihorKCsSc0EGOJBujP+79RoShYLgzezDou48XuIZ5ZfBB7qQYO0nHD+2cu82T1ggcGoZjWbZQ4rIOmrdB2MZu2SupUwXKsxFETzbBEpE5YsQlns4iLuRMIcmapUzRtlB9P8raijxRGpEtN3duO4L2oEYjIT4rIKyJiReRGvIefzffQ2znt+U1tr8XCf4YXNHkLP3D0H+X37cX+NvBa6ffAzX4KP8z0C/niHwF+GngUL6zyz/MpxztiAS8A/Zsv8P6VK/RxCROgEJpO03Yx9ZwSTOWMwT48Luf1/jljqsORkQ0y2xMICVYWXR1MEzx6MCqcRtn6h5PKrMEZl03GH24+xOXFceItwSRQn9nihw68zDHtj9N2Bgu0bcQl02DbVYpjtF2MdZ6+vIKl6TJeSzXrNqFlK6ROsWG9zFtDWaa14UjkmNaGY1p5sBJCVcSPPeen9Ob8oVv7kPaL7ZGm7DZEDS8Df5Yb8A/me+Z/BH4YeAT4mXxv3dBuRdfgbUA754xz7l8Cn7rZc0TkCPCn6ecuuB43+58B/q1zruOcOwe8jadHuyXbSzQwqG5U6APief+8SMnuV2CLY91UORWvkYgq+AZjUR5qTI8FKKDvGsoyVmnRMpWCyXg3CzyHEfoapxCs7AASia6pDey4lOc7s3x9+Tj6SoxYyBqG908v8NGhs9RyLgQLzGcNglyqn6uw/oYrOAq3XcT5tE7bxaQuIpaMWDxmoCrCIV3PCVOrHNTDaBFaLvPpU+BQDBRs+zx8vqG9BxGBc+4159wbN3nY9wFvO+fOOue6wL/F760b2l6LhS0RqQDPi8g/AC4D9T087x8B/znQKN3Xx81e4j6cBb5WetzF/L5rLOdqv4avfa9AonJevltU4OU/vEx4OW/HKdZsSoqmsYufCL3+sIlDyN+ywsXtMQ4ObfVRnMG1RKqhR983eZivOciSKemnBguWusyLpW4+xOLiGMm2YCpQnWnxqfE3OKx7kcWqVX1U4zpvk+qBb2vqdI42sIXTsE5oO8WE8r/X8pkH/3ibk7h4ViQtjpoILeeuOfd7ycTe/DG5HRiQIfsl59wv3calzALlquxF4CM3e9JeHcFfxkcPPwf8HWAOH6Jc10TkR4Fl59xzIvKpPbzGbl+TXX1o/sb9Uv46Dm4dTahF+gBE5agg5LgB3w8UoqEbNmJWN33efk1NgV0jCSVQUYYz6weYnxli9gYJj+8kRNfcV+7bXw8afNns8P81n+CPFh9AX4l9beBAxsfnzvHR2hmGVbU4XtNWMC5ELxbjFBXpz+ODsIl/jncGPnIwNG2FBbqcFFsQqVhs3nHxAC0lPUl2v+7rn/d9ZO9a18A5dw1r8W6H2OW+m8Yie3UEP+6c+8dAG/ivAUTkbwN5uJ9mAAAgAElEQVT/+AbP+RjwYyLyI0AVGBGRfw1cj5v9It7BBDsCLLAHu1UnkBG0B3pXsTJyTyF9RbrgBDy/X0/+/Lq9femH/TYEhuMur12c4aX2HN+XXNp1I3dcyobtMJ5v2GCFY8g/4t2eu2i2+GLrJL95+THW3smjgQRGZpp8auwNDg84n22bYBFi8W3CumozoTs5OjCAlGDRJMUUYUWMbw3mC1m3CW9mXRqyw7Tul10zSKEQZfHRwT09jXibzu1GugZ7tHe1j/ZaI/iru9z3H97oCc65X3TOHXHOHccXAb/onPtZrs/N/nngp0UkEZEHgFPAN262sA+9P7nZQ/osiJGWC3CKfvjuYOW+7DCmNH0dhPD8siNJne2TDLfAZppgdiLWTL0g7AhovdRlbNk257Iu1Xya0OLIMGQYUpcVcOBBJ2Cx/FHb8t8ufZr/7pUf5OLLh6gua2wM6uQWf/aBF/jk0DmGpVI8HmAmalKVjBjDibjJExXhqK5yMq4xq4doKMWEqlCXlMPRFg3lOwzGqb7buqnSdH40+YptU81Vn4MT8LRlrs+B3HP23hUL92LfBE6JyAN5Ov/T+L11Q7thRCAiPwP8ReABESkfbARYfZcL3ZWb3Tn3ioj8GvAqkAF/07nbP74WkHz9lOP5F9T1rupB2TjImhs81XdMf0pQYP8HCo4AGo/Ma1rY7FSRVPHm9jQXGy/wgKTF1J7FsW0t01oXTseWjhMVZKn9swGpyziTdfiV5c/yx/PHyS7UqWwKTkE6k/Injszz6eHXmFBxkVpYHInETCnLmGpSE01NqkU9I6Qf42qI1BlORgmxRHRcykXTYc0JXRc0GsLwkWLL+dZoeM9qon29wDli4ZpuyT1n78HpichPAP8UmAL+vYg875z7obKugXMuE5GfA34b0Hiu0VduduybpQZfxRcGDwD/Q+n+JvDiXk/AOfcHwB/k/9+Vmz3/298D/t5ej3urFq6sYfbfh7G9jaUk5ON+54UU4mbgnoBFSJ2j7RznsxFiDGt2mJp0qIihojNUV/jyWU8b9iMTL3I4ukrbeca3qqTMRC3qYhmWKEcL+oGkDIMurTOIsVzIOvwfV5/my28+iL6cUNkWbASdmYxHTl7ixw98m0cq2ySSYJxlx6V5eqM5qIevOZ4vdEZF1FCuRSQSc1QL0GYxq+Xvi+80pE6zYhwPxj0nphEWrKIuHpHgMQf3MIfhe+AInHOfAz63y/2FrkH++xfwTON7ths6AufcO8A7IvIDwI5zzorIQ8BpPLX5vrLAFRiu8kGgtF+p6FpF4yBnHiMD7cGcYNR5Z9B1Xi792dYJDsVXmYk2qKsOVcn4+NRZzo1NEb1T45mN03zz4BwHGtukRjNc6XBs+CqHkg2OVNZ4onqBCd1hSoU0pFcoNPi041zm+MLWE3z+/ONE81V0B2wFuoe7PHnqAj85/SwfqV70ZCXlQiO9zVomG4mFvt8HVaBCaxNKtYJ8Y4eQP3U213Do7Yo4LxiumiGarsrnz4zzYyf33VfnhibcUtfgrrS9Fgu/DHwiRwH+PvAsnqrsL92phd1u67jU5+0BQ+A8LXc51A5tw/DFDzDktjO0rJcng2s7A4HZt6G8RPmfabxALC6n7/LFsiOVNaJqhm4nRAsR2fIoi2oUJ7A05HirOgv1jMboDh8+dIH31Rf5SO0Mj1S2GZZKkYK0XMrL3Rq/uvZ9PDP/IDvvNKhdhZ1phzra4pPHzvHnD3yTxysrTKi4b8IxkajQdvTTlr1R4t3amINmnKXtVF4rkAJzoCTUACzGGap5WtAQT1KybiusmAbtEmjpnrL7aOhInHOtPK//p865fyAi376TC7vdljpD02W08uGQUdWDANscalwrhcXBaSiEtnOQ1wbKgJ7ip+Rdh5xXoKp7dQMrjrfShN+68hhmaYjIQNwE3cUrZSmIWkJ7QpPVNe1KwpfWanxj/BivHDrMT019nScrawCsWMXz7SP81trjfO3cA8h8lWRTaE+CPr7Njz/4In9u7FkejjMSqRYV/AB3DvUR6B+0GpxcHLRwrrFEVKVNO5+rKAqArif1rhHa+etVxHcK6pLSdhXaNiZ1ml9+4+P89Yf/8Dv7QO82u18cgYj8CXwE8Ndu8bnfdfO1AUeM0EVxNj3Ak8kSuF4bMbQMw5V3yRgScVTEqwtPqJ5kebBeu7HH/T94JV0ybX517SN8+81jJFcVUQvSEehUwCR+Ok9lgmSgMohaoOYrtFdjvrz1IFtZwqvjZ9A4Xts+xLdXZllZHCNeiom3IKsBD2zzp0++wl8a/xoPxoqIuC8dUEhR7wAf6iclEND1KMkGzdcS/I7vOt3XTqxJT/6s4zLWrRd5DXqKsWS08lHrRO4Zusue3SeO4OeBXwQ+l1f3TwBfunPLur2WEQaM/KfVUDs0c2Rd20XM6I5XNsqvaqmztJ0mkYxtByBUpQcbLlu57djPQ+jv+8rOMX73nYepXIqJtnMncNAwdmSDQ41NrBN2spir2zWai8NUViJ0B+JNwXaqPNd6gBfHDiPi6GwmRGsR1W1/Fd6ZtiSz2/zVh7/BjzZe4KH4Wshxrx7SS2k827BB5alBWPteLM4nEytiiu5BRQwVLFvOMi7aMyoJrJoqk6pNGOAOxcWj8RovXpjl/Ucv7fUjvOvtvkgN8jHkZ0q/nwX+1p1a1O22lstoWk+htW6qTKoWVbGsmCrLpsG6SamIYS5qUhNhzXoiEoB1W2FMdfvUgcu2G2uQxdFxGe9k8MsXPkH73Aj1NeiOQedIyuMPzvOjB1/kRGWZihi2XYWFdJwvTZ/mm/NHSc8OE2+BbkP1UoRd8h/TUObv645CeqjLA0eX+eGZV/nZ0ReYVNUi3w8MxNArgJbbkX6NuRZBgFsLhQCrf96156tQHNEJF1yHTRQVvDMwSM5F0EtDTJ4SxOILtHXVYYURqpKisPdeB+FedgQi8o+ccz8vIr/BLqe6XxiKahKxYC3LZpimrTKm2xg8m87xeI2FbITz6QEaqo1RGes2YVK1aTlF0ybM6W5RvQ9WDr3LQ0ypcyzZjK/uHOfXlz/I/KszDK0K2TCko46jR1f44YMv89TQOcZUisIXE2f0JnMHV/nwyDv8y+Rp2i+MU78MWRWcxncmRqB1xJIc3ubTR8/wH0x8m6eSK4XIqn/9rG99BQ6izMc4UOwsn0u5O7Fb3SCRmCOR5WLWZZNKCYIt1JRjy2WMq4RUOsX9qVNMqm2oeIn1FE3bRTz/zhGeOHYPyKa7e79r8K/yn//9nV7InbQIzZHIcD5LaNoh3upOMRdfpYKhKpYxtUOj0kbjWMxqrJgGk5U22y5mSm8XTqCPUNQZtlyXNePHbGMcLac4n43z2+uP81vn3kf3Up1kVZFchdY02PEuj41f5vFknimdUpMgi+6YUCl1Wefw8CY8CF9oPMo7qxN0l4dAO3CCGunyxNFL/OmpF/no0FmORRGJhJ6+7VNXzty1GIjd5iDCZk9zrQIoKUCXWIrL7cQhSTgaKd7OUlLx7EVtp6mRFa5yVMV0XZcUoYqh7aJc+CV3nu4eQxreyxGBc+65/OczIjKV/3/lvVjY7TQtChyMqRan4hUuZSP84fZDfGDoHbp0WDYNjsdrVMXSJaPuOiyaYTZtlYfiK+i8BWdxbNgOa1Y4k07ylebDzO+M04g6JCrjSrfOuY1J1reHsEbBeBd3NZ8bENAVy2yyzqTeKXgNAZTYPF931DD8aONlHqvOc/bQQc51ptjOElKnODa0ymfqr/FwnDGshoqNGYqhwW4GgOrHTfQimnCMjssYEq99qOmJnZSLih6d2KHtvJpyF82KEWZ0RhBwGVMRK9bzOY6pDpuuQstWqEpazDjcKxRm93SNQEQE+Lv4qUMBlIhk+Bbif/MerO+22Yb1LMMTyjFW2cAiPNs6QctWeF91oWDe1VhOxOu8lU6gxRbUYxbL2czw+c0neXHzCEutYZIo42TjCs20yrmtCYbjLk9OzTN7ZJ1D8Tqv7szyucWPYPPemnN+03sVZdUTNXEKLULb+hn/mlKMJZs8kWzSHn4T8Dl3RYRhiYgl8iG89EL5AHwanIiE/iLhILza32+LzkLbGdasLUaWA+YgvAfl5x3Uw6Q0WTMR5O9f27lCOUqVeAiUwJh0qeA7DfWc5rzt7hFi03vZEeC7BR8DnsrJQsg7Bv9CRP6Oc+4f3ukF3i6riTAaOeL8lD+cbHI8eoGv7JxkJWvwhfQxDkSbPJoskDqhaYZ4snqJhtK0nOG59jj//OKneaixzA9OvsKJQ8uciDZpqF60EIaPwGMIHq9e5P859ATdzSpiwGzHvLk9TbvRj9gL0OaG0jStoSo9BGMSZNFUb4OHTkVWUp0LmoS7RQPF7EMJAxH4EsrRgJdbNyxkDazbYlpryvwKqTN9CESAWd3goMq4YNq+TlA4GilUk9dsRuqEttN00YUz0LiC7nxf1wpuA+nId9tu5gj+CvCDzrkr4Q7n3FkR+Vngd4B94QiMs4yrKoE+HHISEYGHK5eZiVqcT0f5RuskZzrTDOs2c/EadfGtxFe6o/zblY/w6OgiPzX+dY5HaT6GHF8DMApmsczqLhMTW2zUq1Q2INrUvH51mtcnppmqXmaomOPPx37xs/67MRUPmt+YPdwD2GJgqYyH6KdE79/45WtxmLFoEDGmdrhkGhzQ24UD6GCoSYRxcg3uQIvvJmzYDg0VF0VKCBgNihZiXcrOy4OSFI435w/x0Nzl63+Id7EJ93hqAMRlJxDMObcikn+L94kNqgcZHAvZsJdBV4rTlXVmo2/zSneGL2+cpmX8ePOqGeb3V99HJJa/PP5VjkVBrjzMGvjtNChjFqEZVXBidI1n6xNUzyrMkLC4MsqXDryPRyuLjKoyi7JHKFZRuXiqunbNRWjv+vALhdhoSTwVek4gpCDlWQoPoOpvF4bH1FQGtAokZTpw3J5OZFasxYuwen5FX5PpDWJVReiEVCZvNabOcxq2naMuPgraz7bfHcHNmrndd/m3u87C3ECg+2o5kyPifBheE81hrfjU0CJ/5cAfYRH+xTuf5HOXn2A46vBTB7/OA5GQSFQ4gbL4aGAjDvdlGCI0T4zO40ZSOhNQWwSuVnj56iFe7x7s01UIlqDplK6ogd8gkKOUz6VMw15QsedkKslA6688Ut07TkgZAgGrKqKPRdMo7guzFGVYddkJBPN8hWlxTP8+Zx6xUHICnvTV5ZOQvS/h5Yv7mNz0PeAsvJN2s4jgA9ehLRc869C+tFg0NSyn4ybVPP/tbWphIRtjsTPC6bElPtw4z1PV8xyLKCi5CJsjn00oA3jKKEMtivcPXWBqapO15QNghXhTsbA6ymszszxdXSLJj+E3qre26+kjBA1GPRAZXK9xHUasw3mGcwp2PaCQKc7D8XznEC+2jvKBytcZlX4i1XJdYRDFmEhM0/ZC/x4TlFDH0cUWdO918ToJU0qTiuctuBXK9rvO7uJNvhe7WfvwnijpZphi81j81XFYKsRkBDagYC93a/z66gd5//AlfmD4VWa0I8lZhfuvqD0EX5hahP7KunGWh+IrPDV9gS+sjJLtVBhago3JKi83D7M68jyTSgi0ZhEa8jA5db2cv0ywWg7X/SquJV8t6iAi12z83WXUwrEUKRktm3CxPUbTwWj+OL1LXSA8p+wItQhbtsOwSmg7Q9t5BedaPrMRi69tGBxTKiIWTxXfxvSdw76y92j6UER+Eq869j7g+5xzz17ncefxnCEGyG7EkRjsHsN5Xms7rlPamK4Yyw0yYT1dAmHNZnxp632sdeo8Ur3IYU3hBHqTejYvxpVhvNe+jWFzHdIRHx95i4kDTfKyA/WzmlevTPNq55AnHRHVt9E80Ij82P1XydABCGv2Ogy9K7+ln2sxtBWvpV+L+hCFIT3w4bohzkeMQxoyaGXHF54fziHN35se16OQ4qXRUufYdrBufTemadO87KoYlgqtheNsLRy9/gd6t9p7kxrcVNegZJ92zj2xFycA94EjgF5F/HpfaC1CB8PX2keJxfDBsXkaqp1X8fvZimJRxZU2w9Ap+ASlCPHLV+lYNI9WFjg1foWsYeiOQuOSY2NhhN9df5QFk/bRq/dTkfVf9YOV24HBKYXaRYgivDZCfm7uWmnyXngfFa9bfn/UQOrhsQaqzwGY3NGE5ysU42qIYankDk5IEcaUEOOFYbYdVHM1pLZzNB1ctZ3SeLRlzXZ5/cL+qheI3dvtO7E96hq8K7vnHUG5wKUQdlz/CGwvLx7hi+vv47Ghi/zJ4ddZt7WCxGSQzafchiub33y9jRVsWhueHjuLHu9iY2iPCdWFiDObkyxmtb7CIHhnk+Skn4NX8+shCMvkpuG1I3ThEIKzGow+wlrLkufGCR0b5a29fsxB+XW0qL5x5nKU1C7atI6m9ffVJfAiwKjqwZHj3KG1XMqa7dKyHn68n5zBLZCXHhCRZ0u3a/Q5boM54HdE5Lm9Hn/fcApcz557sXPDv8eiaeUw17JOAfScQAfDYjbK0yNneLyyRNspXu8e9Hl6SCswfcWx8lU5VOSTUke1fBVvqJgTyTKTY1usVYboTEBlA1a368xnk3ygcjlPU3S+kRRxTpYSWol+Da6vXmBwVEtrKjusnkhLf4fDr62f/zAcL3ANls0fU+/63N2OE9CJGmHBkIOjPCdBNUdGbrmMZu5Hp7XG4IeVYvGRw4QWtnPncW5+hgfmFq/9YO8mu7Ww/07rGgB8zDm3kIsH/a6IvO6cu2E6se8dAYA+9NZ1tQ0UipqqFBvMo/j8lz6E3guZ4mRlmbloh4ZEpFguqTZrVqhq18csXLzmAJDIYum4tMjTB8P5Gb3BsZGrLA9PErUU0Q6srdX5480H+cTQBYapEoRMbH41bQg0rWVUSV+LMDAqlfUXoL+b0FvXIBahf2YggH9CLSHFkrqIrbRKy2qM8lRk5XHl8nsbzr03vejbnRvOMal8zWHdahp5atXJo4ID2ougrNmMpo2oCiT52huiGFO9r+bypcMcnN2TxMV3z25TsfA26BoEMlOcc8si8jm8DNoNHcE9nxpA78se2Ho7LqNpU1rOsG4zNm3CiajNqMQohATN0WiD17sHeSvTXsvPub5b2UJXouMysrwRFzQJgh2O2jw59g56soOLIK2D2oi40BpnzUR9TiZs3KronP33Wq3GbWtpOUOKpWlTfxUegBCX26IQhFZ7G6zj0lw3wdDKWYXWjGPN1NlME85nk2zkXI8FeOkaPIPtQxJ2MDRUzLSuEIvQkKhICcpn0bSGNeul06pimNBCXakCst10mSeMzbsKy5cO39qH/h5aQBbeDboGIlIXkUb4P/Cn8EXGG9o9ERHAjaOCcJUNaUCoXFsHy6bOiOoUhbVwhT2kIxrVJdatsGgEjeGI1kVIrrlWdixcoXuv29uEMcLheJ16vc1ONIRJQLrCcmuYRdPgtGv35e5hdiDG0cwpvyAXYbWO17tTHI/XqGlIcYVmoXEOkxfqyilBGCcOFjZxy2XMZ5rz6TRrZpiL3Ql+9/JpLq+M8j/JJ/n45Bk+XDvLqfgqE3m7L3Om79jlqMMTrfqUa906JpSjoRSpcySicuersU6Y0BmjAwDVFO/gwnSmF6PxzvnqpSOMz96dMwnyHii87kXXAJgGPufnBYmAf+Oc+62bHfuecQTgnQHsLoHWcRltZ1gymjPpARazMaqScqqyyITOiOl9IcNmHpaIYR02n6HlXNEG64hlVMW7DvkUBT3nBUvBO4WpaJN60qWlPdlI1BKubAzzUnuOJ5OXGSEpnh8ihIbSLBg/PQnQdp56/IlkJX+sYlTintxa+RwkT4d2wQu0bJdn2mP8m+Wnef7yLDvLdeI1TbIGZggSBxefPc6vmeP88kOfZvLEGn/rwS/xVPUdxpQXMCmrPaXO0XIZGxZqytGQKO8WhPpGxpq1gNAQQ1UJ1Tw62XApxvmx5RjFqPgORgfDtrU0naZlY+aiDhuXvJrX6OxdNLr8HqEG96JrkLOHfeBWj31POYJgg9GBwkuIp1hqytBQbRacUNcdxnSbqvRGgntf7P5wfExFHpacf+AGT1rqg+trx3/LSEWvkKSY0luMJG2WKo6QbJtMkTrt24ByLWQ3dbBuqnwrPcgjyQIzulPIsJdfp/ycG/ER+Haf4eudOr+y8Cd5/s2jVC/FjF6BzhiYgBcVyHINlPq8ovPOAf4Zn+L7Z9/kz409y5zO5dmcY8FYVkydqqQcjto0JCrSkg2XopFcUam/fhJqEjHCaF4TCBFX0xpaTmHQ1MXQ0D5NCJ2cuy062O+zBvekI4BrnUEsmsRp6pJxNNpgRLWpSsaYMiTExYYNZnB0nCWWfl3EAJGN83FbBp5j8UjEYOV2XwXDcNzFaQci6C50MkXHxgWxatnazrBg4I3uIUZ1ixUz7IlW8zWV5wvKP1suI8UxSlwURykVBVsu4/NXP8oLb88x+nKMU94JIF4kxSn/fzH+ZmMfXLT+YIp/99QQ8cOGnxh9jobKOJ+OsmJGeLSywKjyLcimy0gdNG3EkchrIfr3whZiMEDOeqx8LSRvlS4Z3+GxzjMja6Fwvu0AfkJIRLFxae7uiQy+5wjuXis7gxAVACTakkg7J/qIrwEbhSGfdi5hVhPpMSAXOIHSlbs0/AO+YKaQXOijVzCMxWKd1yYEiLbBpYrlboPU9QhFU2d4I1O81Z1lLlrlE0NniMWxahO/KfKXLg89hbw8gIpWDMQqo8dm6B1CyxneSof5/QunSOYrOIF02KcqnQlLZabFaG2HrtG0dhLStSqVKxrVBdFgzwzz72uPMhFt83B1gVm9waOVDWqiWbcUGICq2HxIKy4cUPE+DNRWgsNru4gRMdQlnKPQdY4UoWkjYrG+8CiumGa8W5zB9yKCu9zKziDAalNniJXKp/Ti0kbyDqHtUlJc8XVtF5iB3shvCM3LSskhRQj/B/owAAAjcRsqFqcUToNkwo6JaTtV5PUvdCu81JnjVGWRU3Gr9Fod2k7ywaKe6lIQLimLl1RwLBnN4ciQ4CnGN6zhle4UX9x8hPb5ERpXoDvir/jdox0+8uB5fnDyFaaiJuumxrqp8a3NY/zh2ZO4c0NEOx7/sHZxlBenZnm4ukAXjcJ3X1ZsQl1SprUUNZfQOSkXTj2dune2a0ZYNMNoHDN6i1Hluws+PVBsuwoaS0NlxEVBFFoOlLIMZEbfPfueI7j7bTAyiIU+8E+4HwGcZVQldFyGyjdX0/pgtlaaOYAePwDkDqHsAET1RQhprpZ0qLoBsf8CZ0OgdjQXt8d4rj3HauypH+azST5VezOnC+vlzlXxvfcNK8TaFV2KwSnAGMW0hjWbsWaEA9rmdQX4dus4v/nWYwwtCZ2xnhP47COv8Jcm/5i5aBuAFCF1whPVC2RO8Uc7p9DnY1wM8WrECyuzfGrsDWJMkWLN6S61PGIapEcL/wdfHJzPhlgxI4ypFnNR00cBkMOONU1bwTjFpN6hKhYFRZqghTzF8N2S7zrO4PrDoPvG7gscAfQ6CnB9MY/AKxCLZkhikpxoY1QlTKpqgecvtxn7n9/r//chAPMUY8XUqaoUXTVYDYgXMnnzzCH+0dvfz68sf5JXO7N8tHqBI7o3K9D/GrDtol34CXq/e4hyxLSu0EVxxdjiCnumNUW6PISNfDrQnc74xENv81cO/BGnKzuMqYgJFTOhFGPKX6V/bPJ5Zo+sYmO/gLgJqwujfL15Ai1e43BUYkZVUqRZAW8R/p86SwfDZZPxfGeKbZtwIr7Cidg7AYNv6a7YBOuEKd1mNtounIClpyPZztupayYqEIhXLs2+q+/F7bC7CUfwbu2+cQTQ7wxuZAFHH0tEIjGJxMR5JTzK8QNBMnwQ3z/YPTCEvB0mdIv3VReYmdzwRTkByUDamlhZPjJ6lh+qv8mE8tHKYPU/sP3MRQZLPpa8K41Zby5iRjvOZBMsGHi+c4RvL81S2fBpSVZ3zBxd489PPcuJqJ2Tj+QTjSiGJaKh4FRliU9MnyEdtTjxUUS8FvHs8lGadohqKS0ppy0p1rdsbca8cXy1PUXbaU7Gq5yM16mL78KsWsX5tM6KqTKlOkxpQ1V6qZkd+Bl0F9ftEK+mkwVl25VLs0V78T035/Z2u0vtvnIEcK0zGLyaBtstaohzBuFB2q7yMQZJTsqFxLoYpqJNxpIdnHYo4/UOXWJ5eHyZjw29XSDroNcKDBsqFl+ADGM+LWd6o77O7XouCZpH4lXmszF+48oH2Lw4QtTy0YCZSvmTM2/zeGWJmkQkeTQUoh0tvu03oVI+NvwmcqCDyzEQyRpcWRvmbOdgb5050rGd/7yYCd/qTvCbzcdYN1VOxFeoKa8lAR4TsWZj1kyNg7rFqbhDQ2kUHoAVhFXDJxF+ps4XD2uqS+p6xVudd3euXjpy4y/BHbDvRQT70AbThOulCoNWHt0NNYYQ9jZtWrTFykU7E8JkHE0b8VJ7juXtYcTmEYEB6SjWOjW6+fBSsB4S0lLNOQFj8S03zw/INa+523rrSrGaDfP85VkqqxonPho4NHOV7x95JUcM9piaEomKyEfhob+z0TrHplfJ6g6xvs1oryY8u3mMdetYsykdDGeziN9uzfLMzhTns0nq0uVEsowWS1W8iOqqTVgxVQzChEp5ON7igPZQ4kC80naOtLRxBj+hhsqYUh1m9Abr9toR8/cUkuxu4XaX2n1RLLwdVgzWSD/RZ7Dy5g8feIplxXj+v0vpOFeyES51xzlQ32ZlbJxoO0I6EG0rFrcazKfjzOkl38/HsW4zKiKMqriPUAU8B2ANjxkIawrr7K3XRxPzmeYrGw+zs1JjqONxAmaqy2dm3uSRytU+CfVBFeVYNDiY0RkfmrzIudFp2IjBQe2S4tLpUdZMghLHV3ZmeGbjNACfHH2dD1V9Wy+WjNwq1A4AACAASURBVJfacxyvrFCVDIVlJmrRkB4hSn/71tFxXrm6GF3G058rIBGHFt+qXLdDxOIFXUPXpu0MTQcXLs5w9Mh7M7m434uF960juNFswqD1T9f1pvfKLMKp80ScHWfZdtCymk07xNd3TnKissxDlSUeqixhasLpoVn+6eYIO0sTmAR0B9Y2hvnq1kM8niwRi2+t1ZVn7YHeBh10PlU0qbMkA+KlwQmsWcsz24/wlfkT1M9GmMTn+A8fXeRPjbzMhKowSEUWIM5F3UOEGprTQwtURh7D6pioC/E2vLM4yfljBxjT2/za4lNMDzX5yclvMBdt+OfiaKguE9EWsRiORc2ipjBIvho2ciIKlGXVwqpNcmk6Q1X5lCHFsWJiFs0Ic9E6M9oLxoTPAmBMXUvTdifte45gH9uNZhOCdfLpO6CkQxAowGyx2c6no6TogoJ0Qrc4Hm9zMn6JuFRIazlHu7LMQxNXeHZ0DL2sUCm4xSpfO3CMjw6/ydPVJT90Iz3NwfKEX9hAERolii3XBZflXY7e1bVpDV/YepRfev1jqK+PYOO8XXisw9+Y+wM+WGkTERUkrOXXCBGId0ACAicqy5yaWuG1i3WiltAdAdYqfLX5IB+oz3Nlp86jo5d5pHI1b3W6vO3nODy0FN51rykxgIoMw0XgAUbrVrBOGJEuE7q3qVNnWbeaVVPneHSVaS05kqF/2GvdOuazYX7t7Sf5Cw9+6118O27BHHd1IXAvdl/WCAbtet2E3QqAQA7TTdmwKVeMZc0kTOptTserPJls8OFkk1ORoSERST5G2+MXhEnV4tGRBeLDLUwVVBfiprCwPMZXmg/ncwz9I8VhHYMWJvPMAHrP4nipO8XnL7+f7rmGr0loSMcsxw9f4QOVJWqq0neeg3TnZYvQNFTn/2/vzYPkOM8zz9+bR51d3dUX+kADaFwESAoUKQoiRVIaaiTblOyVPLs+5DtmxuGdCWnDx2zsWOM9YmJjIzThCMUcHsWs156wYyyHTNsaW6Jlkbply7xPCCAAAo2r0QcafVZ3dR2Z+e4fX2ZWdqMBNMFuoNvOh1Hs6qysrC8L/b3f+73H89CeqRFkg0iGAXfB4rtjB/iDS+/nymyJY3OD/M3ybiwiebaW92SH1Zbx9x7yKkZpxiYBo77PK40uamrTZ/sM2I7hjcR8jzmxGbSh36nw3PJexnyzBYsChU0NmPCFk40eXHzuy4zfFpr0NFj49wRrGYOIk88VO5400Jo4BbEZsB3udn0OONBjua0/2nDvm8wamLJjiy7b49HiaY4MjNPsCLDrJo2o01lem9nJXGCHBKBRRaMV/3TFvoZqLCsONkI15EOoq8eYH/DM3BHOju4gNyn4WfCz4PZX+ZGBE/TamThNGt1nMr4QUaQl+QeK0qQ/twAFz/Qf+OAuwsKZTi5NdHHf0BhHuy7w7MIBRj2JA5ktXQRZsfJHwilR6fOI53De66TXXmSXY3gNouyFndhO2Ai9VoArHs8v743HVwkCTjXbmPNzdNuLFK0GWWmlMzcV2zxYmBqCBNYyBkmhkGgCZsWlTTJx0VE2kXqLHsA1rnxrVbPY6SxwuG0Cq6dOvRPsGmTmLM6P9fD88l6u+mbbEW1DwBim6JE0DnaYSXDFoqoek77Pt5YO8d3L+ymcyuLnTJS/2eNxZHCcf1x8c0VlZVQGbLYgGgdDV9932VKOFEbJl+oENqgDgQNWTSi1L/M/7niZD7W9SbuzzHmvm3qCyXi1N+PGWx+jjfhcrY+RRi/3uNMcdPy4QjG5z488h6r6XPIztNs17sle5mQjzyuNAscafSypMdim2rEZKyhtZkoxLSi6AURkl4h8W0TeFJHjIvKr4fEuEfm6iLwV/uxMvOczInJGRE6JyI9s1thuhKQxSLL5JFdG4JpVGSJ+v4gZqDU5zbUSpCOYqr33tY0w3HeVRmeAWwWrCfZYjj8df5DvVA8y5kdKQa0VevV4fDUUaVEac6SZ4auL7+ILF9/H8g86UQEsqPf67D8wzo/3vsIBt5kIKq6+L1nTCJh7EPZnrtDbvohfUILw65EAcq5HvzPPLqfCB0sneb26O+7RSF47egSYlOslX3mxNoQrPo/kR+m1M6E3Ff3XiiGYeIzHN6u7mfLbOOhO0W3VeKZyhNeX99Bvz+PikxGfkuXhhx2lUSBy06CKBOt7vBOIyG+LyEkReUNE/ruIlK9z3hPhHDojIr+5nmtvpkfgAf9KVe8GHgY+JSL3AL8JfFNVDwLfDH8nfO2TwL3AE8DnRVYV0d8mJI1BlN5KrsBN9eNVOpqgQchPEK3QLdLQVhVi5NpaYX/+QXeKh7vP03twmrnDAdlZ42qfPDvIlyYe4JXabiZ8YT5oUtVmTLMWUaJFj5r6LKrHqWYbfzj9KJ//wQe5+kofzjIg0GhX+vdO83M7X+CHChfpsFaKVEVGwRX7ugSsYIqTeu0lunNVAlcJM3uID0v1DHOB6XW8JzPLj5SO8WJtiKnAWmHE/JDAZNRr8nx9B+ebXRzJjvFwbpouK7OifiHaNkT1FJWwacoWZac9jyvKgmYYyMzx3vxI+O8TUFM31FZUI6gSFjc9eeY9G/QXsgZuz9bg68C7VPU+4DTwmdUnhHPmPwMfBe4BfiacWzfEpmUNVHUcGA+fV0TkTWAn8Ang8fC0PwS+A/zr8PgXVbUOnBORMxjSxWc3a4w3QjK9uFrVJ2IbNm6qoUcvhHyHkdueFAKNyDisUMkIAIVeG3604zUKdoO/0PtYGu/FqUJ23OWUM8AX5ShjPWXenb/IsDNLyWqGsQbippuo7/9kYyd/cfUBnj29j/wZw3RkCoeA/hrv7zvHo/kROkMjsJZKU1P9sKDIXdMDMgQjAbsLM7xS2INaVlwduTSf543qbu7NTOBKwC6nzoTfZKTZQ6DTDDom5lEJfF5v9DHttfFg7gKDThCnSCNEhjcaQ5OApSDgglei217krrA5qxpSnt2bvRxnbJaCLDudOcqWiQ1Eqko5UY5mN68x6Xa4/ar6TOLX54CfWOO09wFnQqYiROSLmLl14kbXvi3pQxEZBh4Angf6QiOBqo6HlMtgjMRzibeNhsfWut6vAJvBB78C9sBbNMf3Ayvr95Ouc0S6sToXb2FhRVoA6secgXaYCkR8XLUYdmo8VjzN5b4yf313Cfd8DrsG2QsZ3lzaxbm+bo707+Ej3SfYlZnGJiAnxu1dCrKMNTt5uTLMsZkBJo/voG1c8PLmD9Mrgr+zxvuGL/JExxsMOe7K7U54HxGDsXHJW2nDpvqxMYvGnxPhUGECp+ihtos0jFtpzTm8MruLD7adZNidJyfKPZkrjDTLfH/5AA/nz9JUm4WghK/Cw/lz7HEcHNw1t1nQymIEKGN+nrK1TMHyaarhPChYPjXfYcLroN+ZpxLk2O9Oh0ZAqGkQU6ANuNnw33ATCowUQ4C5PvSISFKq7HdV9Xdv4VP/GfAnaxzfCSQJGkaBh252sU03BCLSBvw58GuquiDXF7pc64U1v93wi/vd8PqbaovdgbOxMVgLaxmACC0xkGS1XxjoU+LCpF1Ohcfa32J2f4Fn/X2U3jAEJLkJG2+hxIvTeU4P9NBTXKLgNGlz63iBzVwjx9h8B7Wz7eQnhIIavsFoO6CDNR7bN8LP7/g73p9dJC8tb8D8jLISgksryAkt72D1JHXFMtyLxRrLmTxaBxTceYuTY/18p3w3P9rxGv32MjlRhp05LjW7eW7ZfIc/VDxFl1Uhl5RQX4WWoKwhVx3zLLqtGiULGqoULXDFCKWc9EuMNHoZdGY55M7GwcGTjTwA78k2yUu2db2xYQqD52/wL36LWP9f4TvWNRCR38Jsvb+w1iVuZXSbaghExMUYgS+o6pfCw5MiMhB6AwPAlfD4KJBsHRsCtgSZvTtw9hoORARsWhM/WYmXRKRVECEZayAUOu2wbB7MXsLvFmr7XV5b2Edm1iIzbwJxzrJD9WoX591O1ME0LDWFzKxQHDcdics7aBUMdfl0D8/yocEzfKLj5XAytOICSXr3pIezukx59fnmNaUWuAy0L3Cqox2naiOBCXQymuOptnsp7G3wobYT9NvLlCz4x4Uz1NSiZAUx0WoUB4gmfZL6HaLCIY9JP0evXaNkRfqI5u98UT2mfJtJr4NHCmfYHxK4XPJsLnldlKxljmQWyUo+vidfg2u4GzYKG7Uc3UzXQER+Cfgx4MOqa1Yx3dI82jRDIGbp/33gTVX9XOKlLwO/BHw2/PmXieN/LCKfAwaBg8ALmzW+t4vkNgGu7U5cywis3kZE0mIrjQEUxGLA9vlw4SL9g/P8x8DiBxcH8caztI0KbkWpdwhqC+KD5Qtezky+5R5TIxBkoNkeQGeDI3vG+Kn+F3k0f4EBO0c2XBEjuOJQD2MbLa9F4rElJ2egGp/nqzLlQ1MdfnbwBb7sNniZfbSds02NQkWonO3kSR7gys4SP931PL12DRtwxbA/z6ipLojc+5raLAUZmrjkpEm3VaOBxVuNXub8Ih8ojMRGwA9TjZe9IifqezlX7+XB4jkOuYsAnPdcTtb7OZyd4JAT0GYVAeL7Sm6LNhq3ic78CUw87R+pavU6p70IHBSRvcBlTAD+Z2927c30CB4FfgE4JiKvhcf+DcYAPCki/xy4CPwkgKoeF5EnMUEND/iUqvrXXvbOwSgZWbe0qrTq9lcajMgziOoQjmYX+fVdz/C19vv4Xs8BJnrLWLMu9nIrzogYT0H8kGtwh09+xxIHu6e5vzzKh9uP855Mlbzkr/m8aGWMg5eJMUWFRVHMwIy7xXkwr02ONwY5mj9P2fIp9NU50d+HfbLdvD8LmVlh8WQnfzn7bsb2l7mrbZKC3cBXi3rgUA0yBKG24nS9jZrvUPVcQ1bqNNnTNsNso8BcI88P974Z6jUIVfU51ijz1OwD9GYq9LgVPlw6zkF3jooKY14bDbV5vHAhzD6sFo2JAqLXCsK+Y9y+YqHfAbIYGTOA51T1XyR1DVTVE5FPA09jnNb/qqrHb3ZhWdu72D7Y7BjBWhgfHQhbglty5MnMQoS1/hCj48mioCSiiTgZeJxo7OClpb2cqAwwsVSi4dkECLYoc0t5GksulhvwxKETvL90hsPZCXbajRXdislVMDkJov6C1Z8d5ferYRNVIcG29HS1ny57kSOZeVyxmAkC/mDmYf742FE6v5fDzxsORDBblGZHQFDywdboxkEFVRBfkLqFvWy2OHbNBDdrfQFqKeQD7t0/yicHXuBwdoKRRi9PXjlKb7bCL/Z8n13OMm5YJ/CVxYMczZ9jjxPEJcwO9pqiLr4G5AbPJW/75fVKh18P7e1D+t6HPr2uc7/9jc+848/bDKSGYINweXQgbhRKpuOiysToj/J6JCjJDsdo/x5V0hmij5X9+U0V5oIspxt9fCB/gS5r5d579SQw1219hisOTfViQxFpN0Y5+4heraI2OQmY8Ap028v02StjUZO+8tzyXv5k/L2cPrYLd87CqREzNYcLerxiWk3jyWQWzL66OOHRaLdpFoRGm9nixPdYgkanj3Q0EUt5cM8l/uXgt9jnLDATuEz5bXTZVcpWg7IlIUdDqyZircBttCVKBAw3xhAcXach+NbWNAT/oLsPNxI7h8YBo95btKI9txFMcbBjLgNoRcUjj2C1EYAo/WjOz4ard5Kn0EfpsOrUdIZmyBtwPc8k+RlJgZG15NF9fNMXIIotSjMIOFbvwxZlv1vFEK5L2Nvg02sLHyuOsHP3DH9ePMpLV3YxM9mONefgLgqoabPOLEBuJiBwBLUhcAx56tJOJ3atJWgZEAlMM1Z+3EanbLw8nGrr5Xvth3nLnePk8gAPt53lnsxsLJvW1AA3tlP2Nfd2vYaqjYBs8wU1NQQbjKSE98mLA7jik4uIQ1aLma4gIG0F5ZxVf8RmdXdx8OJzIwnzLrsap7DX8gJWY7X8WfRzNdcBGIKQQKFk1Wi3aqYrMlrhQ2SxsS3hsdwSB/uf4XhXL6/uHubV+V38YGwAr2ET1GyqNTvs2TeDVTeAbAB2aCBVYNHGrllYdSP+QhB+VmAMydKpMv9t6SGG+67y0f7j3J+9HGchamFcw1fFxWJR69TUp8cuxEHaZE/FhqYRt3hD0XqQGoJNxOHdxku4cnkQFyvmC0iuxKsr+FopvJU05SvSkBpgha3HOTEFNvG1ZOV1rvc5EZKty7GWoUbEo8oVv8hOZ4GCBDQVclaLiSkbsixH+/HdjsuAXeEDuVcZ63iZ4/39zHhtXPVKzHpFFr0MS14WTy16MksM5mbJiYcrHjV1Ob3Uz+VqB+OL7UyPt+NOu9h1s51QC7KzQlDJc6baz/PZZR4pvEWf3YwFaexEanEuEPY62fh7SBqB1YxI7xzvvI/gTiM1BLcBO3aOcfZSPx2WWa2ya3ztyT/OZNlv6/WWaxul+EwhkDKnmXAPnCwI8lZsE6JYQDOSONcgPNYqHEoaC1+NslLRalCQgIzIihFFrcXJoFxAELM+t1kBd7nzNHUm3tbU1Gc+MKnEXHi9JDFJtfQGE36ey14nfztwFy9M7WFstIvsuGvqFADLh8I5l1cKu/jTwvv4yc4XGHZqMUNTVX2mfJc9TrCib8IJ+SAjNakN3yakW4MU68H+XRO8dmGIXtu491FgL8Lq4p7VuCYDIeCpjy0w5bfRdOaxxGKtxGayYCjZAxEFzlZnEIwqktEfLNuGNzGaaEm69rW4EVaMEeL35QXagR12azxJbwSBDqDDarDLGWO/O8UjpTN8rfNdfK9wEH8sh1sRQ/gagHsqz19n7iF7wOMXO5+l19ZQvt5in6O0rWqsWl07saHQlKosxdvA/XuMeu/JiwOULFZIi7dkzJOS5mZaR+QoESKOgpr6TPhZRuo7QtquJgWuLXtuVQb68ercavVdHRcIqAQ+C5qlbNVxUbKJFKIrVkyYsjoyv16OwGjPHt1LlB0xXZmu4W2wPdzsOKWeZcruMt8oHGLpXAfugkBgiFwaI218LXs3Hy4dp6mLNLAZdprkxaW1xWpVfJpmMaGu3sZXGKYeQYq3iyh2cPziIF3hdsFGCEL2HkO9ZZMs7Y1q/6EV7Z8JAkYavQAcqw9y2V7kcGaOHitHEBoPkwlorcARaxBhhN0VN84oePhU1WcmcGmXRswWHMFHiZzt1UbgRlirbiJy02NdBjQmLzVkqQ79tk+GGXLlV8laHl+Ve6ic7yAza2Ep5CeF+VyZp4fuY1/O6EKsFlhdC1lxrilpfsfY3nZgnf+SKTYF9+4eYyYQKoEfi4JE4qDJVXItrkIgrLoDV3x8LOaCAm8127no1VnURlwgFF2nSYvgxBUrTmtGBqepAVO+kY4vWdFntBiGIdpeXH9M16uTiLoZo89rhuIsyeu4WLFUGkBBHLpsYdhZ4Ifbj/GJ4WO0753DKyoqpsGqMGrx8vQQRauOJYa8xKNFu3Y9j2V1ZuadQoJgXY+titQjuMO4d/cYJy8OQFgwdL7ZTre9xB4nCN3xlvseR7rDCdRh2RzMTDLtFynby3Rb9fi6cwFYltkqRIHEgrhx+XAUPIOWe14N1ZSyom9roidxPS/BBCyJPQMXO/ZQkg1NxutolXEXxMGyfNOh2XaKhZ05vlI5QlDNYzVMAdLl2TJj/WUOZiYoyjKuFWDh48q144kKqTYUCjf5WrY8UkOwBbCgGdppUFObE/WdzHsFfqz9NQ44Uaxg7cnlYjFoe3RZcxQtiywu9SgLgFBRLy65XVazd47Sg0nG4kjGvRGWFYMhPQkINRtCQxHFB9ZSVYpwvS7MCK1MRkhZpmassWJTzEZstjYONi5K2VJ2OfM8UjrDycE+Tl/dRXbaBE2b4wWe6byb5g6HocwM9+cussdpgprUYkGca4KHG5k+FHTbFxSlW4MtgPftuYCPULI8PlA4TYdTZS7IxxNwNa16zIAUIiOG0jyJyBhE24xkejJAqavHTNBgJmhQUY/5wKeiNjW1qKjNXGAzF7iMeTnGPIuKGvGWqnrU1GdZm2uurGtVNCZ/msIlM/5sSP6apG+HlkhJPUx12uH9lS1l0Jllb9s00l036swK+TGLi1NdTDeLdDuLlK0mVfUZ9YRTzTZGfZ+FYJnpYClOn67IWGwEtrkIauoRbBHcu3uM05cG6LKaHM2PUAlyVNWnIIC2yo2TMLoAGq+isaGIA272ikmWlEGbC5SvLx2mqTb35y5SU4cJr8xks4OKb1bPqUYbs40iBafO/aVLHM2PULbq5MS43T5KAV2Rr1+NJLMTmLzFyhoHo3Vg+gDC1GpEWBpO2JjKXKFs1zhUmOSF8h4WMjnsumDXwVt0uVIvUZA6BTF9Bz2uDTRxQ06CmEaOzUghbt1Jvh6khmAL4a5d4/HzL589QjOs8ItYf61VHXVZcemyYNJv0FCPXDgBosBfrB8QliPX1aemATO+w99UD/JHFx5iYrJMrq1ONtOk1nCpzeWwF5ywOUjipqHvFN9FaXievZ0ztLs1ik6du4vjHM2PsM9ZpNPK3bTfPzn5kv0WNq1moCTcODDZYoLOScCh3BgDbQvMFMs4SzZOzYzVC2yKVj1kj7bjzEaSkckLP2e15Pw7QhojSLGZaKrQFMVFsVRxQq8gGRE3xiCgoh4VhQCPgrQ8AT/MEtTVlAxP+TmO1Yf44uh7mbjQReG8g2iGWsF0BRab4CybR246UcTkKzOHO/lBdxl1lCCrfKvnLt49cJCP9hzjwdwFhpwGHVbuhgFDS6wVW4polXawQVraBRClKFcGSm2UnDRxrEQBVBHUUXJ2E1da7EvJxiPzXVnx1mAtD+udYCtnBNaD1BBsUXx8/zGeOz9MTT1s27jHHr7p5kt4BRZWWEAj2HjUVHGlFdyLugTnAptKkOFkfZDvzx9g9K0d5CZtSqNK+5kqXptLvdNh7qBFswiNEtS6LVPJp0aAxVmG7FlBLaHRAd5UGy/O7GNkqIt7uib5aPcxHsldZMgpritguBjUDSFLaCBQcGRlIC8610t4DEVpEKhgeYIEhsdAbKXo1MmE3ZMRLTqs7MGIiok2dmtwe/b/IvLbwP8ANICzwD9V1bk1zjsPVAAf8NbT9pwagi2Mh4fP87WRu8nJHFnbeAWGlogVHYBuuB3oEMEKmtQ0oCAmPVhTn2ogTPlFXqru4+nJu5lYaGfX00rby+dp7t3B9JEitV6zsjY7fDQbdQSCeBbSEOyaYC+L2TIE5jW3AnbDYX62h7/pb2d0qIOpwdd5oniCYef6W4VWX4Jpwop4EZLcCMkCqpjWXIOQhyHPbD2PVbOQwKgtYRkD2MDGZ2UQM7puXZtkxdn4ykLldsUIvg58JmQh+ncYXYN/fZ1zP6SqV9d74dQQbHE8se9NXr6wiw71TNAsDAzaJDoKJcoo2NjimfZhIlIT5bLfzp/NHOX7Y3upnO2kNCIULs0x99huFvZYLO3xyfVV6S4uU8zUKThm9a35DpYodc+h5rnMLBaozubIXHVwquZzxYe2i1CrZjhX6+cLjSxXBtv5xc7nOOi2Xfe+Ilcdokao1nYnqjmIEMU8AGpqc7I+yMxiwXQlCvg5cHMelgQ01QozDTeiSL++2Ost4zbsDNapa3BLSA3BNsCDey7x2oUh+myzSlqJwpzVnAZR1iDi9L/kFfni1Yf53sX9NM+3MfCskp1pMPFYmaWdwPASRwYmeaT7LH3OAr3OAu1WDYCaOhSkAcBcUOBUfYBnZ/dzbq6LmcsdZK44OMtQ7zQiJ8WzDlP1br6md7Mjs0Bf+ynarfxN7y/ZGWlJa8vTIlMJwnoGZUldji0OUZ3Pk/OM/mKzp0l3scZMo8hSkKWptZAdaqUxiIqpsjcJat4K7kAdwfV0DcD4KM+E7F3/73p0E1JDsE1w/55RXr6wiz1OgBsGwZL6h1FuPKrOqwbCFb/AM5UjPDs2jH+qxNDfeThLHjN355g/5NO/f5qf3v0yjxTeIiceligZAlwxhUU2ghuXE9d4MHuVHyqe4OSOfv6i6wFeG9/J8mibqf1vAg4Uxixm6OJP3fdw9OAI97jL6zIGwJpbiYhsxPyEab+NC4udSJjZUIF8ucbBzqscLF4hIz41XXvFbxVTBbQNXrzlf4s1sX5DcEOBkw3QNQB4VFXHQvGgr4vISVX93o0GlRqCbYQH91zi8ugALn4cUU+WCUeTpqbGCDy/vJ/vXjlA5XKJPX/bJDe2xORjZRb2K8OHJviZoRd5vPAWrigWkAvz9e4axUlg0ncFRxl0xrh/52We6x7mS73v4fWRITIXszg1s1/PzliMnt3Bn3Q/xE90vsh7s80b1hpcD5E3EN1XRW1O1QcYnS3jVizDXFSFTL7G0fK5kMC0QtlywhLqVpVjxJXQTPQhbBhUwV/3NW8ocLIBugao6lj484qI/HeMDNoNDUFaWbjNcLZZYFG9FZVxURdf5D5XAoeR5g6+fuVuLp3oZ8fzFs6Sx/SDHVT2Ku0HZ/mpoZd5OD9CwVJKlkXZciiIQxZjYJLqzVFBDxhjkMWmz7b5ocJ5fnnwezx44CKNXQ38UD5BPMhesfnbiX08Wz3IqF9nWeusF8mYQVQAVVNlzs9xfHGQ6kze0LsreDnoKlTZl7lCv71IybLDUmorbneuhwKyUbPTpuA2VBYmdA0+fj1dAxEpikgpeg78MPCDm107NQTbDB/ce5azzcKKLjs/FPqsa0A1ECb8dr41ezenR/sojFp0P3uFhb05Zu6F3P4FHhk4x8P5s3RYHrlwYke1/4ZsxEx6o7WQZDlaqepcEJv7s1N8vPc1HjhwkfpQEw19TKsB0yNdfHX8Xl6rDzDlN1jWejzJ1/oPWp5NpPxsujGNNzDS3MHJ2T6cOQfxDWX6cp+yv3SVsl2ly5ZYUHWFSEuYhfDwW9wPG43bU2L8O0AJ4+6/JiL/BUBEBkXkq+E5fcDfisjrGIGgv1LV6khglAAAEWJJREFUr93swunWYBvig3vPMj46EFfeRZHwhipzQY5Xq8O8OrkT51KOXU9dpXpXN0s7BRms8p7+Uf5J58uUrSYly17R6QesWom9VnNQws02DElBqNJk84H8OdgBs7U8FxYHyF41ab3SiMX5Ug9Ple7H7g44mJmi3/bIqr2iWChCxJsQbXmiluxKAOebXXxt+l2Mj3WSq5j3OYtQu6vOocIEvfYSbZLBFSf2PoKwpTnyaKLnHTsvsaFQ3o4I6q1/jOqB6xwfAz4WPh8B3v12r50agm2KqcBij03sDfiq1FWY8Dv4xuQhFi63M/BGgBYyLA44LPcF9HYs8VO9LzDsztNh2XGNP5jJlyTrMJLvpi3ZUtMPcC1dmiE0LVkWD+fOMzVY4k8aGa5KN9kpi8CFnV9x+W7lHhbuz/GjvW9wNHeeLrtJgWCFEYomf3KbU9eAJYWLXgffmL+XV8aGcCYzWB44NZOt6N8xz6A7S9nyAbcVC0hwMUT1Savp4TYOeg1D9XZDagi2KWrq0MSLGXlqoTfwwuI+Lkx2Uz5u03F8hun3dDJ/UCnsrvBrB77JkcwUpdAIQKtt2AtFTaJtQZMgnjJunN1vTVYw5B65sCy4xw74+fZjfOCe0/x+7wd5+o17yV90We6x2P+ny5x78wCf/1gnj/bv5kMdJxh2pylbTZOtYCWJaRMT8JwLMox5Zb4ycz/fOn0X9sU8zjIEtql8tI/M8z/tepXDmUkKsUGJRu2HVZd2fG+bBuXtBAu3JFJDsE3xvj0XuDjaT0miWnxY0gyvzQ3hL7nkpwOa3QVqnYJX9ujJ1TmSvWwyA6tc8hY7cmsyZrFxrZWR96hzr6ktspPWNsHCFYsDbpNP9jzHW8M9jE4O0WiD6kCW7hM1ptxuvvpQgRN9fdzTMclj7acZdq9StkJt9RANbOb8HG81+nl6+l28MjqEjOVwqqaAyWrA4j6f9/ePsSdzlZwEVALFtVpxjOS2w/Qx+CvudcORdh+muFOoBBalRKZvzi8wV88jTcGuKfWyS7Md7PYGn9j1OmXLD7vyVrYGJ6v6jH6CJDyAluhKqwsQ4oaeUGPBktBTUIvDboWP9J3i93b1oFYOr2BRGcqRm1G8H+Q5NznESE8v3+/cy97yDO8tn6dk1Uwdg3jM+QWOLw5yem4Hly934U5kcJfNx9k1aJSBNo+ezBI7nVnKlhlvVT1sFbJh1iCCKVe2Ni9jAKkhSHHncO/uMWYvD8Ur/IzfRhCKnSBQGbJpdCqu6/NY4TRuqEWQjAuYakRrReQ+uaJmE4zAEZK/+6tW2Ig34EB2kscPnebvCnupXy4SzFs024XiZVARgvkcC7kcL7eVebU8hO2Gn20HeE0bv+YgCw7ZOQu7bgROrLppMKrvbnBk+DJ3F8coWY0w1mCtinkkWYxbrM4bpm60AlubdGQ9SA3BNsdc4FG2zD/jlFdCVbCrFtnpGrN35QkKPrlMk2F3idyqyr1ISMUKuRGTuBm3QISozDm6RoBRJD6aG+Vw3wR78w/w7fJBzo3uwJl0WdppjEGtx5QlO8s2TOWN5mE4lxyIW64jYROnCktDirNriX926EX2Zq9QtOpMeCUG7QqWapyJSBqBqBTbwqIwePYWvuF1QIG0DTnFncTeXRPMXh5iSW1emN3L1GyJ/ISY1uE64CjvHzgfKzVDK0DY0k+w4mPRNmAtFuC1EHEMBAQEoeudFYc+26LHUn658yUeKp7hqfIDPF08TPNSkcVdgrsAIqYWINKzVsE0MkUdhWoMgVOF+UM+O/bN8E92v8YjhTP02kthbMBh0leG7JUU66tJUNzNMgIRUo8gxZ1GVX0qQY4r1TaCqSxeGwSO6e/HUgaz8zF/IRAbhCh1F+2do7oBS0w6zA6JPJLeQVK5GVrcCJHo2Wo5sQ7L5aFshcHe79KbqfCN8iHGpjto2op3qYhVF7JzGNGS0AioDW4NvAIs7fMY2jvFfaUZPtR5kvtzF+mymuTC4qcuy+g7RDGLtRSh3IFNNgK8rRLjLYnUEPw9wM6hcf6/U4+xWM9gL1tkZ8DPWYawwwkYyswAxOpG0b45qhuIineS3IaRcLGp8vPiCb9aWt3XAJ+gRaiqrakYGZqsWOxzAn658yUeKJzn1OAA9cDlpf49TC0Xma4UqY22kZmzqPf6OF01CvkG3fkaD3Rd5iPl4/Tb85StOl224LKy4nHAduLnq7E5dQOroKBpHUGKrYA/uvQQc5Ml8stmRfUKNs2QDmA4MwVcSyTa+tlya/2wOCbyDCKjEKiRTIOWBxGlGy2s2IOwQ6ahZHFSFD/osFweyc3wYPYqDVU+0nac6aDIW/V+nuo8wshELw/tucjD5RH63HlK1jJlq0q/UyUnGpdDZ2MCk5XueNJgRbAH3tqAb3cdSNWQU2wFXHhzgNysZSjFqtAsCs1SgCVKv70YC52upXfoih1LoUNLcyApkWaHHkO0ytfxsUJNApNObAmwRpmIiIG4JdJikRNToBSIUrKa7NEZDrvT7Nt9hW+V7+HHy6/Qay8BkBNT1GQ0G5wVEuxRgHI1J4P5/HALtOlbggTSGEGKrYBMaAQA6h2GXxAAgYLcOPAX1Q6Y0L1Z6Wvqm0meeE82YkiOG4SUiD0omwgwRipKtrS2GiS9kLBPwYzPoiTKXe5VgvaTHHQXsTAFUq5YcWowacCiiR+gBCGlWbRdiZWUbrcRSLMGKbYCrCatyWVBvUPA9RFL16yli1z3iAm5qT6EpKe+apyTX1lsZIRRIrq0CL4qzbDvIEBxCWJB08iLiLYTLWHWVnwCwBIoW9UV8utJDyRCVA8QeQTx+xPG4LYagQipR5BiK0D8FqkoQLNEmI8Dn5XNNq3Jk2D5TSBa5aM+guTKHk1w834z+VyxQgNgxYKpTQ2oA20hWehaiBSNfFWaKvTbi9jhBmMt2fZktWCSbyAac0BAYaOZh9YFRf1NrFq8DUgNwd8XaMsYaOhbW3UziSqBQ2Cv3B74qtQw2oBNFDdWHAql18N0o5WY9NEeHwyjcMQc5GM8iLy41NUzQqZxzYLGzMGGsdhMmDpGbGUusMmgvFzbxX3ZyysMQHLiR+NOaiI0Y69GNqlicJ24TW3Im4ktR0wiIk+IyCkROSMiv3mnx7Nd4CyD3TCGQELlHXvJQkS55HUZ2XUNmA3qTPo1Rn2fq2HuuyA2hUQkPlqpI8WgaFsALZbhLDZZDIlJ1Mk4G9So48f1CtG1IuMQyb5H16oGwon6ANNBjna7RpftXdcIRCXQq3UfAwJyg+c298tdDzRY32OLYksZAhGxgf8MfBS4B/gZEbnnzo5qe8DyWKF3IIFp0NHA4tXqHuYDn0u+huxGQq8NfbYxAC5WHACEiLS0tTInvYLYY4hYjBL8hhFzkSsW9UjSLKFUFAUerTAI2WNbfCB/mV67Rk4acSsxsIJaLCmguhobTkJ6C1BAA13X451ARP5vEXkjZCd6RkQGr3Pe215Mt5QhwJAsnlHVEVVtAF8EPnGHx7QtEPUamb9K4hLjYCrL18cPUwkceq2Aw5lluiwrnpQBSh1/RfDPRN81fj2pouyFsusOdqwvGK30kZEoiEtBVnIftrgMWt5GTmwjxKKwEFzLdBx9FrSYmpPG4I5uB5JQvV0ewW+r6n2qej/wFPB/rj7hVhfTrRYj2AkkeaRGgYfu0Fi2N8KYgVuxWKxnWFKXQoJ0JJJcT1J4RV5BTY1oKuF+vG1V2rAgK1OR2bi8d+VWIIm6BmSlRW5ihwFMV6DD8rk3M0FOnDhLEP0/CgjGmg2hYdkS24EEbkewUFUXEr8WgbVcjHgxBRCRaDE9caNrbzVDsJY05TU3KyK/AvxK+GuddbC0bmH0AOuWproe3vhPv3HD1x99px9wfWzI+O8g9rzTC1SYffob+mc96zw9dyNdg5tBRP4f4BeBeeBDa5xyS4vpVjMEo8CuxO9DwNjqk8Iv7ncBROSl9Yg8blWk49/+UNUnNupaNxM4UdXfAn5LRD4DfBr4v1ZfYq0h3uxzt5oheBE4KCJ7gcvAJ4GfvbNDSpHi9uFmAicJ/DHwV1xrCNa1mK7GlgoWqqqHsXJPA28CT6rq8Ts7qhQptgZE5GDi148DJ9c4LV5MRSSDWUy/fLNrbzWPAFX9KvDVm57Ywrr3V1sU6fhTrBefFZFDmFaMC8C/ACNwAvyeqn4slEyPFlMb+K/rWUzlOvJpKVKk+AeELbU1SJEixZ1BaghSpEixfQ3BduhJEJFdIvJtEXlTRI6LyK+Gx7tE5Osi8lb4szPxns+E93RKRH7kzo2+BRGxReRVEXkq/H1bjT/FzbEtDcE26knwgH+lqncDDwOfCsf5m8A3VfUg8M3wd8LXPgncCzwBfD681zuNX8VkcSJst/GnuAm2pSFgm/QkqOq4qr4SPq9gJtNOzFj/MDztD4EfD59/AviiqtZV9RxwBnOvdwwiMgT8KPB7icPbZvwp1oftagjWKqPceYfGsi6IyDDwAPA80Keq42CMBbAjPG0r3te/B/43WEF0tJ3Gn2Id2K6G4JbKKO8URKQN+HPg11Y1jlxz6hrH7th9iciPAVdU9eX1vmWNY1v23yVFC1uuoGiduKUyyjsBEXExRuALqvql8PCkiAyo6riIDABXwuNb7b4eBT4uIh8DckC7iPwR22f8KdaJ7eoR3FIZ5e2GiAjw+8Cbqvq5xEtfBn4pfP5LwF8mjn9SRLJhv8VB4IXbNd7VUNXPqOqQqg5jvuNvqerPs03Gn2L92JYewa2WUd4BPAr8AnBMRF4Lj/0b4LPAkyLyz4GLwE8CqOpxEXkS0zvuAZ9S3Uwt71vGdh9/ilVIS4xTpEixbbcGKVKk2ECkhiBFihSpIUiRIkVqCFKkSEFqCFKkSEFqCG4LRMQPRSmOi8jrIvIbIoaXW0TeKyL/8QbvHRaRO8bbKCJ5Efnu22keEpFPi8g/3cxxpdhYpOnD2wARWVTVtvD5Dgzx5PdVdTXx5FrvfRz4X1X1xzZ3lNf9/E8Bjqr+h7fxngLm/h7YvJGl2EikHsFthqpewWgyfFoMHk/0+f+j0HN4Lez/L2GKdz4QHvv10EP4GxF5JXw8Er73cRH5joj8mYicFJEvhJWNiMhREfm70Bt5QURKIcfAb4vIi2JktP7n6wz55wgrB8PP+K6IPCkip0XksyLyc+E1j4nI/vAeq8B5EUk7D7cLVDV9bPIDWFzj2CzQBzwOPBUe+wrwaPi8DVP5Gb8eHi8AufD5QeCl8PnjGNGLIYyBfxZ4DMgAI8DR8Lz28Lq/Avzv4bEs8BKwd9UYM8BE4vfHgTlgIHzPZeDfhq/9KvDvE+f+FoaL4Y5//+nj5o9tWWL89wRrdep9H/iciHwB+JKqjoaLehIu8Dsicj/gA3clXntBVUcBwpLmYYxxGFfVF6ElmyUiPwzcJyI/Eb63A2NYklpiPZiJn8SLGrYgi8hZ4Jnw+DFWKu9cAQ5f9+5TbCmkhuAOQET2YSbxFeDu6LiqflZE/gr4GPCciKwldvHrwCTwbszKX0u8Vk889zH/vsLarcAC/C+q+vQNhrqM6TpMIvkZQeL3gJV/T7nw/Sm2AdIYwW2GiPQC/wX4HQ196MRr+1X1mKr+O4yrfhioAKXEaR2YFT7ANDTdLJp/EhgUkaPhZ5RExME0bP3LsE0aEblLRIrJN6rqLGCLyGpjsB7cxfbWpPwHhdQjuD3Ih666i+nK+2/A59Y479dE5EOY1fwE8NeYldYTkdeBPwA+D/y5iPwk8G1g6UYfrKoNEflp4D+JSB6zSn8EQz02DLwSBhWnaFGOJfEMJtbwjbdzw5jOy3/7Nt+T4g4hTR+muCFE5AHgN1T1FzbzPSnuLNKtQYobQlVfBb79NtmIe4D/Y5OGlGITkHoEKVKkSD2CFClSpIYgRYoUpIYgRYoUpIYgRYoUpIYgRYoUwP8PChA+BbOS05IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#now to actually do psuedo morphodynamics (aka allow erosion to happen in cells, but no sed. transport, no deposition)\n",
    "#this will step through erosion calculation, calculate the new bed elevation, recalculate the hydrodynamics, and update grids\n",
    "#it then plots every 20th  step, and outputs the minimum bed elevation every step\n",
    "\n",
    "for i in range(101):\n",
    "    ero = tec.totalsedimenterosion_mudsine(grid, mud_erodability, tidal_range, tcrgradeint)\n",
    "    ero *= tidal_period/2 * 1/2650 #calc erosion over half the tidal cycle converting\n",
    "    #ero *= 1/1025 #if using mud erodability in days (unsure of how that works unit wise)\n",
    "    #print('ero mean: ' + str(ero.mean()))\n",
    "    #print('ero max: ' +str(ero.max()))\n",
    "    #print('z min: ' +str(z.min()))\n",
    "    z = grid.at_node['topographic__elevation']\n",
    "    z -= ero #update bed elevation\n",
    "    print('z min post erosion: ' +str(z.min()))\n",
    "    tfc.run_one_step()\n",
    "    tec.updategrids(grid,tfc)  \n",
    "    \n",
    "    if i%20==0:\n",
    "        plt.figure()\n",
    "        imshow_grid(grid,grid.at_node['topographic__elevation'], vmin = -3, vmax = 1.5, cmap = 'viridis')\n",
    "        plt.title('Topographic elevation (m), Step = ' + str(i))\n",
    "        plt.xlabel('Distance (m)')\n",
    "        plt.ylabel('Distance (m)')\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tec.plot_tidal_flow(grid) #plot the various flow mechanisms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Distance (m)')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1BSDPjfHj2MyBAEDzyuWv47e2f2bhe3UUyUvyo0ynkvwm0KJ48kU1gMai4RhcnNSVNDE1uyjtu5fUztYmMu+5DPqBGl8ztEQRkiS1tPZAmNkMBv0awVaWFdMSR8jS0BxrWprUnmUwHsNwUMNhnQrvpbpOp2iW1XPodvmi+79toXtwVEkRCqKFXreLTiX5TaRDD7WF8W3nNa+kbyQVcEXi2CR1gUnPLKvtZT9W+Bn2ZJVpliOqSLdjand1XASTKfTdAuCRbSK2EGQ5DIfIeGwSvRVekzRFlpds8SlKdDyvj+Xxotupii9Cp0x+C2heaOxG7PiH5ZFmLjeOCVtSW9KkYioLldUquea5Sd5JWTOdj5GHFEXGrKownsCgj+SFhcdKrReNsnS/5cbsS0M792QK05lJfD+OU/drtb2EWY6OJw2QzXEkRZjp0U7COWXyW0TPNR3Ux7wlErQMGDOOLXwFVYZYpRKHVJo6T+qkb1na51lWM2I4JtRZZMtLcG0zWBDEwma9LjroI6Mx7OzWmHVPUVSj58Ak93RWqftMZ4jqsa4gY2CYo2313tTZicjfdkXiPygiv+iKx58RkbeIyEfc+3qw/3e5ovF/NKcx4fOaKjs8CUJikbgQmfOAFyXS7TRU+MqzjZPm/X7tRCvVHGVlIN1dbFz6PWPkKEJXBki/Z7Z7kiC9HrqxSrE2cAw+QkdjY/AocmG0Tm2TZ7nZ5LNZrdJD5YmXtrf/mNFRD6HdNEnuOnl+G/BSVR2LyBuxRnIvBX5bVb9fRL4T+E7gO1wPqa8APgXrGf2oiLzEVa9ciCKH2mpIujbp4YEQParsemNK6AgL5nA9VVXaqjg4bHnAFE7aapbZY5QkthA4NVqn0yp5RFRRXGLJ9g7kuTGzCDqbWdisNDucVdc8dTJDtkaU92wAEJ2/ClmGPH2ROElMG+h1kVkAkS0Vuh07rzu/D7mJd+SJwPKSzSm0+Y8ZqQqFPo8lObaI9F3P5QFWVfJVWEM43Pv/7D6/CvglVZ26rpgfxdq4Hkw+/uthm51OA9klcVypuZU0PCQKz9WeU3XuJLV3V1mlmkengyRpPW+/ny+U2Jo7LvxVvfxC5qqxVJRljQVBXOgK3KIyywyk4mPqk2m9v49pRxGaxmjsxo0ETWNkmtWLzHBodni/Z6GzNEXz3KCvkdj2breW/p3UFo9uxwA1eWG2+yxDi4IvHHz1of0vt5pKZKHX7aKbJslV9SkR+afA48AYeLOqvllE7vLVJVX1ad87HCsQH7aD8UXjGyQirwFeA9BjUDGZl6jSsYQJiTEG0hIta6+0FvX2hnT1vy8gmd3OJvU6nT0eYs/UFEXTvkXrc5fOOZZnwTzN7o7SBC3VvnfSivnC7C9L5dSG99rSQDNLGhG3MCRuHp7RyxxiywfXPDfGn0yrxBTpuFh3GoNGSF7CNCO+sov2UnR9GU0SsjN9pFQ0EtLNCdHmyKCwjmllNLbz+oXDS/DMhdvAbPMkMR+CHG0P9X5kjrej7dq6aZLc2dqvAl6Eqd9DEfkbBx0yZ9sevVtVX6+qL1fVl6d064Or4v7Xf1jCPOqGJA4ztIKEjlDC1hMpIY6IBoN6vyRtSmQnZavv4bnc8X5/XzDRS/daitfNCiBAs/kwmnNkVVQUNZy0dItDS3sx2zhQ+12ozINpUCW6tInMcsph14Fdcophl+k9K4gq6ZUxUVZCBGXHIeDStD7XzDFuv2e/zTLzps+yKuZeLV5paki6Y0je8bbI63bRzTzzw8BjqnpRVTPgV4A/B5z3vZvc+wW3/w0Xja8rmARJFrAHtlmpvMG+jW1zJHeDscNjkuBBdrnXUa9bYcY9EKQCpuCZrc7E8vBScUzR8JqHc5IWQMWTV9XdeDIYNHHmYLays4+l36vHdFqETqcVCEZL7/V2OeSpaQ+yuWvJ0iLQTSm7MUUvQmY5kueUiRBNC5JrIwPPxBGsrSAbZ4y5XRiucrr5/8c757yp4bWOY0qFykKv20U3k8kfB/6siAxERIAvAD6MFYf/WrfP1wL/3n3+NeArRKQrIi/Cuja+68AzqDakqxaFOZC63ep7g1x2loY2arC9Uv39ds8U3lEWqvISmdQLYtGegSpyXm8JY8+ekUWcahxVsW7ppHslPuxlYH+8K7nkw2MSuVTSLK8ZyDGtdNL6XmlpjK2l89ZH5oTzJZ3G48pxFk1mlCt98vUh2XJCPHFzKCGeFiSbEye1I4hidNgzhp1O0TBe7u4HcX2dWhQGmw0z3o4ZPa8Rb6r6ThF5E/BeIAf+G/B6YAl4o4h8I7YQfJnb/0POA/8Hbv9vua5nXWqpVxUajOwh0hGOIePGw+3V4pDBfUpmtQgUVDYyWjZys4EqP1uLwpxII+ZLoqA8sZfaSlHPO0mQNDWbNKLO9a7m1RrOSd3rUlEAab24OC+6MVxdeZXMbfd2vVgVGFTRYY/y7DJFLyFfTpGspP/0CJnM0FiQ7RHx1FWEyfMaVntlqw7HxVHTLIjEKsl4lFwQujvOYbTyiHvXb6rHQFVfC7y2tXmKSfV5+78OeN2zOpl3Xs1mzvHkmBcakliiJpM0pHa1IBS11JZofkjOq9OzbO92dRK0Ur0D9TpMBPE48MLHtYPx/LnDxSM81i8UkVgVFletZc/5/HdXgbWyx0tXk22W1dsB1lbQQZfpXUvMVmKkhO6VGenlXWR7ZF5x79jzUrgoEIlsHqqmqudBKeeyrLQeLVvVYnzyS7uf2jEhS1A52nM/2m7BRSlg6DLLiUTsoSkCBq1s3Mg82tWhAVjEV0ypii7U0kVLbTKd9wPMZo55A23BF1+AulaaR5j5qipVddO+MUAcVw6zcHz72HqIROpKLf57ktS2f1EYAztJbplpkTsmY48/c3kJyTLKO9eYnR2QLcVIoaQ7BVJC58mrtvhEYnMcja38cjmt5qAe7pHEJtV7XXO2TV26aQi48ck1zjTRLN+7WB4TUoTsFNZ680gIwl4QMJoLbc2Tsl5ah4UT5jje/JiN8b19HvQG80ki6u1tV4ihso+hQoKJRPbdNykoCiSQtuEiMy/EV+HKoXbigQPAxKCJk6jO+ZcKujvCp4iyNECmM9N2oshAMXeeYXZ2SJlElF1beAbnxsSXd0CE2b2rZpLsjgzG6uLssjyE4QCms0oN9xlvTKc2h7KsfQbgILheutfVXe3WHlObXDnyYJhjzeRAU5X2Ku4sM2z0TtBtzzOOK4NUxcvb5LWCUFUPP4cVT8WgpPPwdVqWSBlILqdWSxRoA3leL0h5Xi8Si1Ac2wKRFzVAJcCs6yxDNtaNOX28PMuRM2uICDroMtsYMF1PSXcKOlcs1s1sZh7xWQZxRNpLyc4OSTe3YcdyyClKuHLNTIC0LlRBVrdNoiiQbtdFGwKNSMtKaoeMfXxbHd9eoMsidOyZHAI123+fTh2GOwDKQM1AgXrv1fJKcsdxBaCpjw9VZ2m8A0TDAeXuqI5VlAqoScxOB9XcSnqG6DT/Hkem2m5OW1712J0nqr3kod1alhbqcsgxDzxRSmeqOAdfJ7X5rK2Q37HC5M4uRSciKpQoUwZPjIgvXDXGzvLaNgekiJDNHco7h+jaCjx9ofpNZ1kV22440sAtQG7eaYpOJo3SzHujHmJ+lG2OHSmHJ8lF5AHgDcDd2BPzelX9wdY+n4dFpB5zm35FVf/hQeOeCCY35FjA5N7GDeqMVWq3b7tLOh/n7mz5toOuAYltq/dhymYo+YsgLaEoGpK2ok7HpKe4cshhTNx7vNOkZqokkJYeRRZHsLwKz1ysmdup6PrCe8lXusxWU+JJSe/C1OLam9voaIzOZlZSOIzRu2vSokAvXqZbKrNPuJNOvoFevgKI2dvbO8jqipkjzk/gs+CqRgsuCSWMPjSjCFL7LY4pHaLjLQf+jqq+V0SWgfeIyFtU9Q9a+/2+qn7pooMeayZX/2A4pqsSRgDdHZlqHHrL3b4SJY1c60USTKwRgc/eCux4b4f6yqWhLe2lr/en+cINAZOWqwOiy4WT+O15OFu327VQ13Bgedy7Dkbb68CuScty0CGK4/qeAPnda+ze36d3OWPpj67A9i46HpvE9uZBeA+8CRNJg+l0e4dkc5V8Y4lkc8s0Br+AlqXZ9pNJVdqpChv6xJnE3W/H0L5ks+3ksPLtGu3HhJTDq9/m4N4e8r0tIh/GoN1tJr8hOq6GUEWhNA6lcuX1puVBL31nzr1w1hDZFu5fO9taqDUPN3U49MZYWquutWRtPsjSSYl2Ji5hJHY2bGrvLoZeqei5w4OXaip4t4MmBiVFBPXwV68yJwmTu3p0N3O6H3kGffJpdHOramkUXGBzkQuKQ1SLQFEQPXOJaGZNDa3csmtTPJmYNuI96GHxR3ALn1YFHL2Er+xxHyf3qLxjRgpkmiz0As6KyLuD12v2G1dEXoj1Kn/nnJ8/W0TeLyK/ISKfcr05HmtJ7slU8dZ6VaqFrBwARKKyXgRK3RuXDaVv22ZvO8MaElBhaQDbZdV4oBpPLOQkaWLJIL46S27qLb0uXLm2NwrgF6fQG+2w4eVyj+jSpi0sSQwrS7C9SxxH5gjzc+v3KBOh+8wO5ZWrLiYfE3W7dv491z3Hm68liKWu6mRKdHkL+j1kd2xzdoAaZjOT1lOXMhrOG2e/h91Oqwy9pEb8pcf1UbyhXPFLqvry644osgT8W+DbVXWr9fN7gReo6o6IfAnw7zB06L50XO/sHmokmrhQmSQJ6rK/9njhCSCu4QMuYvpNEMbyNdXsPFFT1QcYT1xdNdkTktPMwUUrR1tc29+RQVAbMeSAqsXAxagFiHzRBRG0k5Cv9UmLknx9SNxJkPEMTROK1T4q2PfCZbiJ1mPOo3mMDu7axYpDLPWtRtu1TbuWokAnE2RtFdmNq7BZFR7ziTVaIr2eLUxxbNI/yywrbTyB0fG0yZXDRbyJSIox+M+r6q/sOV/A9Kr66yLyoyJyVlUv7Tfm8Wdyx9Ah7LTeXjNl6GnXUs0uDiGtIYlU2kElyYsCDRFnUKdv5vnekF3VIbQA6VStfSt1ut+zhzwS0KgJkmlcn1evxRhiNKrOK9MZ6aUUypKkLCGJKYc9ymGH6ZkOZUcoVwfIM0m98HhQTj7HBg7vQyTO9+Dgr72uORJ3pxRnV4izDCZTW9hKtetLEovLB061Cq+epq7TSlT7LsqyLtF8rB1vh2OTuxyPnwQ+rKo/sM8+dwPnVVVF5LMwkXT5oHGPP5O3GLTq/1VqVSXF2vw0HyKfP92QuqUak3nnUNtu9w9iJLXK7ssh4x1/+zT58zhuMCbrpOi1zSbjV+eqMfJV6eQ0dciLstrfikC4XmOTqS1OQBLHJMtL5J95D5M7+wzOLTmvuBsz9aG84J60ATiBaVMDdyIYjYimfcqza0RPX7R7neWwtV2lmqq7R1W67dLQ5jye1OeLIgMIpYk5C49pFpqqHKYk/xzgq4H/LiLvc9u+G3jQzqU/BjwC/G8ikmN1Gr5C9eAV8vgzuSMf365IS6uS0u/VtqLf16veg34zLhxZQknU7aK+okqAcrOdpGV3W8hIpq32vaWCr6zS+g9kMHAFH8pa2oVS3DujGtjvrGY87wAMyTGKFoX1Fp9OSXfutOou/V5zMXSLmfqCDvuk6AJuIXQmQ7drKahXtynv27BxZ5n5Afw19rqmJaWJndOBayzK4OLp/Z7F99MEcIvtcWVyODRYq6q+HQ5WC1T1h4EfvpFxTwyTe2p4xidTpF972EMvvASMWmew1fZjMGBT2hcFpVsYqth5Qd1+yIeCXEhKwZxvXsonCbo8RHZH5nhyWkHDGTYP4ukBJ1Cr9XNsa5+pJoM+mgjRTJu4cK/++5rpFaxUXTWdYGHynx0Wv6ocM50SXxuZZ3+WWVoqGLQ2ZGxfi907OpPE2eF5fa8Sy6vf4+c4NnT0a7wdeyYPEWiNxFSJ6ha6Vfy83qECqkSCEGgBvma5V2er7Q73HpAWRR06Cx1ajQoyzgMdVD6R6cxQarELgZUlEgeagnde+XCWa0RAtRjVEr8digKQJKF48G6KVOg/vmNFG8NrcJBTjaS6JXNr1RWtmL9LYQVgexeWhyaNE1faeTI1AI6XzG4RrNR9MC3E3ytvfsqkeW0AACAASURBVBzzLLTT5gq3ktrJJiF23PUIqxx0AYzV29FaWgkAG2qOF71UpGcFGMNMNl+GSbouZbNozcFjy11qKZNpXaG0HT4LmE0ksnWl6zzRnsGCBcD3CG/gwPs9Zhs9elcyonMXKCfT+Z7zdq31Ul1kIfAJdCwvvQLQzMwEIoyDT3Zda2Kvxbj77mvIOdIZdo9CGx+gk9afjyGdppreQqri5aH09a1+ZjNzpAcFDCjKWm2lJc1CBggXD1/ZpB0/9/XMvIc9WEi0KMw8SBKT3M5J1t7PpTTZ57KsMtaYTpsqeqiqx8577SS+JAn0e+T9CCkU0pTIl1fu9yppSxKbx3x3jpo8r5CDN2VmM3PclSVcnZn5EXjI98smE58Cmxk8V6czw/S7/+n41ni7vR1LF6HjzeQBI2qFOgtCYh4/vraKjMZ7YuK+46ZOpzVU1WWx0Q5l+RRSMa+wtmufgy0oYdppC+JalT7udQ3nXZQmpXd2DSrqF5KWBuEZR9vx9FY5Kt9+WDpmI+fDGN1YhbxEdkeQ5UF/MleVJp5WgKHGuHEEGEpPPd7fZdDpeGLqvpbNVNl94v1A1VGVojCGjsQWtNLMkD2AoGNER72DyrFmcoGKiTxgRbTVRmiW2YPf7To10W335YzDiim49rpZRjQcmErdDtFpudfhVbiKNN6hVJam9nrGcbh2vXsDKRS9fNWYvpMaE3n0mN83DvqGgeHVfX72LKuddK5IhGysk927RrZk0rDsRkzWIzbevwWPP20JI1BnjRWFqflxTNTvU46C2DZBjbk4AlzoMM8tzo0BfLQsXemqsS16YQ27eRSUnC63d4j6fVT0uovDUSdVyNpoyyNGx5rJVXVuZtgeJ5IqDPtWoHAPdFOr6qqN0NV+6mOW26LgARwNVbtoLgDeKRjHhjXvJMjFzSZD+3zw1oOuvuWQ209yw9urlqaSd13G2vKQ3YfWGW9YqSYEpIDhhYLoqYvNXPegDnxVo73bynzz9yFkOofka5TKKkDJ6nED7aVRD6/F9FqqVXodjyuN48DF4YiTqeunTH5TyQAjUieCOKilV1+1LJHZDF0eIFc3G1laWpaIb+sbZfbgR267q3iy5+GbJ3F8lZhZ5tJCZzWzeBva10XLsroJYK9bA0TCiq7+PIHnXAsXVy5KtMjQnV2k16V48A7GGzG9ayXDx7Ygc1J6e5dya9sSXRy4R4uiLsMcxKarbD09QKI60EsdiiyQtjOvBSxqb6v/M9PCFOoOL1ryhd2v5M3TX9jnnz66dDv7nC1CJ4LJUWPGqNfFKqS2HlSH9fY11qpYsndgra1Yh00/Hrj+XrNm/BpsEel2nFbgHtV5sWWgysjqpBRrQ+KdiUlu7/Drdi27DGwRyK2biQ3lYahaM3xZA17AwDzju3toBIMnduCxJ42ZRZqqeadTN1wIvP9KYcUi5iHuwvz4iFpKe62+KnDZxBgY1r9setXnSmm3yCRps+zVMaPTENotpnIytYctSQLYqoFBNI2t20nlSY9qdTkvHOy0TpX09m49eO319vtoO2RUzrHXAfo9Swvd2qnqkOssQ3Z2LTlD1RxYRcAc3skXU9vIgz6Mxk5dt9ryRVcQBRm79kNhiqsj38e8MjGCawq3+SSWCqnn0ngFa+fkS1FLJHuYskrhnZeb306/har8VhNxeBwBMafq+q0lJ2kELGFk/Sx6/lItFXtd2Ilr21ldt09f7bRVuECSpPEQ2jm02QxASygjq87qWwU5R57HwdPvkVzdtfa+od3uYZ6ewcNGBAWWIx6SK/FkDkeBTod4qkxXIvKNAcm5LuXODj6hxs83zK3f4/X3mkrIvAV1OyYC7abVnMIzpY9aPKpv2vOXPCyP7BOj35viemA32iNMpzXebjI1Wh0FD0u5vUOUJMjaqsFKtyfowAoLagiGSRPb7psQeG/veGKgj7HUIa3K6+yRXCFWPkCcVS2KSqTXpVzqWcvfSkpHNna3i4irppoke6VgQ22uEW/lrjm8pNOh//Qak/UBo3t6rJ4/i0ymzt4u69h2iMyzm9b8XGXMUavg81pHVdiAoqm6w1wG99srRm/TPGfpMRPm5l0/Lcl802ibq7wl/2UelkeaCSo+NXRrG1ldQTdW0TQmX+qQFmcsjJXGaBJRxjGzM12ibEC6PCDaHiHjiTHVfrXH9qmPDtRte7Mc0gS9a8PGGE9qW9oVk/CFIHytcun3a8ZOU+imNs5kag67NLV33zRQleTJSwzO3sf2/QnpSzYYTKeU5y9RFXwIPeXtzDOoNBH7qJUjc55UNYndjGfvx9ztfR6WRxrbQhjyXEjtMaFTMMwtokf1TTxcPFKrnLgHcjZDr1xFdkdEK0skukqx3CcezZDdianTqvRmOflKl+ndQ7hrACIko5x4a4ps79RdRzzNSzl1SRyS5bC6DJvbSK9PvtQlOb9pYzjVvOoT7pnVRwQ8OWcd42ABGQ7RpR4UauE012kUVXoXxkzOLLH1QEI0u5tellNeuVYfG2oEdnOaNzCs9e7v3QF17xZh7JDaDA40HXNhVt8xpFN1/RbRo/omHuYR2l1PhMK1zJ0hWzvEDs7a8CjHMWmakLrCBrrcJ1/rM7l3yGDnDFy4VFVUqbzy8+qEOydflYHV79kisL2ztwxxo6pq0GrY/xYWRIwiq59+2S1gaVLnl8cx8SVY/pOUqy/psfnCDunmHUQ7u4Qw00azxHngjTnSNGRmz6g3yuA3RNcpqHkU6dS7fovpUX0TD5dfThjWMS+uIlo2bWhfhNE70rykLRXOC+n6GsVL72P80Fn6UWSMnmV7gSKhiQBVdpvE1uEzHs0MStqmfUswtUJyOAYN557nVYKLRBHs7NLJc5b793DtoZTJXX2GTwwpN7eqcOEe8lqIf3flqn34q83Mz5a550nxBu3TweY40VH3rh/t2T0bCqqPehuz/UJdAz5flthjp4PfykuX6T12GY1g9NAZePAeoqGp8ppbOSRgPoLOJYmUvQTZGtUe81BtjqLGYtFmxOp7WJDBJaPUVWiDENbWDv1zO3S2ldlybNVYdI6J4SlkcC3nSvJbRkGuwcPRl9++eTwLUhVyjRZ63S46cUxeSZyw1LCWTQb3734RCIpJhL+V555h8OELJKOC3RetkL/4PqLVlZZ9HtizrpSTDrqUd62jSWygGQKGDOPwgTTf063Uk2e+sBa61phvLd315DlyeZPetZJsIJQr/b1jQ12oApoJLi1z4roSeEG6rgZwzKU4mLq+yOt20YlS169Lrv2Rp7BMc4jYqvbNcspzT5NcuEhnfY3ZQ3ez+/IH6Z0fE2+O4dpWtW8ViooiNIqYnu3T/+glU9X3S8GMoprpXHydOEJ7qaWJjieuUmtU1XLTybTWDFy3ElRNM9kdkewWlPfGZCtdUufkEw/5BUgTFybMg2KNPvzowC6JbXu4eORQbPB53vWQqlZVx7AE1KlNflTJq/O+Ywi1R1mSum1xFUbKc8qr1+j8SUr2qXcxum/AsNAapx6SCFKWpNvOARc5b3og/atPRVFnkkEdW5+mVuhx0DdgTb+DjKb2fnkTn6mmq0tEV7dtnFY5qKIX0fGovJgG6KbKyKvmvI9dLBEPc3iMHlKb6Y8jg3s6ZfLbSfMe3hYyyzzybt+A4SWSpnRXRS9dZvDHXTY/7Qyj+wYsXd5Anz4fnM8a903vHJJeGVtMuyiblV2BKn2zVEvSUAXSOo105NogRZHh0H3K6aYEsXZXKCLLoN9Hl/vILDcMgMBsJaYv4rSXwEtfFFaJJexHpkHjiVtEoXQ/rkg3OI2THw2a1xUkoPBhCxnb47SBqsChZjnR5at0r62yfX9K9Ml3MigLA5/gmGg4ACDaHJkU3U9ieseXU+XFF3P0mWi+1lsUzS3yqGAqPFThNQW6pdK9906mqxGyNLSCGOraI2dZbZ93UpjUee+NDjO46EAxu7khM0/H3C4/6nHyE+d4g72qobhU0MhVZtnXPgx7os3zmjvbGaB/pWB8R8LsRXcajDUS6KQU6wOSzRls71CliELtCAwx26EK75oNAK5MlCXZSJJYualux3K/06SqWd6YXlHYYnDlGsNnZrYKrCzVtdtCn0Cp1s3Eqfi+h/ieHnC3gW7JonKIpAp5GS30ul10oiV55MNcvlhCqUSu4MPDxRxG99VMtdlxxZPEMbqyRDzO6X98m8kDa4zv6NDpdtHxGFkaMj3To//Udt3+qF2iySWAVFQq0kkQsbJR3lNe5cbHMahYwg0gU4FuVGfYdTpmx4tYK2ItSa9OiGcdyp4rCKFF3ajBO+OiCOl27VolcnXk6tTRebHyU5pPp+r6LaC5krktiYOsKqC2SQMo7J5STw1b2rqBaCeh89Q19NIVulHE+M4NWF9FZjMY9El3c+TKVqM4RcNjX2qdUll55SPUh/aqc1qTBIqCqN+HXWPgqiKql8JQedDFZbwVvZRsKHXKKFTouEqi97pmm+/s1uZAUD5L4piH9XCcbovScVxUTm3ym0zLrPMK+YL5P2pZVYjRedIU9mRmzVNX6wXAnGrkriVQUSCb23S21sjuWSXd2qYcdkkv7qBVQYmDqWJ4v/i0HXSlAlqnymZ1iWPxOHi1mnTq+ovJbAbcAQKSO5Rfo8eZc/qNJ5bn7kFAAVVazHWv4NlTtTCH7ZmOqf9NT5n8FtEcT7pJ6haDh+/tVEc3xrzYuaQpurpsXUKdNNXJhN6FMdsvGrIyussKQ+yMzKMeR5Dvhb+GC0ljUcnmVCtt9yYLILVV/NtBXivmj2PyYYKUWNgtHM/j5X3vtCRuNFxs3JsboBvFtVeOTtf0olpsj6n/7XnteBORNRF5k4j8oYh8WEQ+W0TOiMhbROQj7n092P+7ROSjIvJHIvLKGzrZnlzsvYw8f5J7nWyN8BlYTbZe1+7W7qj2fmc58bkr5D1h66ElJC8h6LtmNeP2fwAqcyDUKOblcfvU2RDqWobdU+oFRFaWKLoRyVgtFOfrsoc18HCOvl4X6fWq7VW/8KAA5fWQb88aGRdoWFoUvCX/5Wc3zm0mi4QeDuJNRB4Qkd9xvPIhEflbc/YREfkhxycfEJGXXW/cmy3JfxD4TVV9REQ6wADr0vjbqvr9IvKdwHcC3yEiLwW+AvgU4F7gURF5iaoejJJoFxJ00rgZ496H0UMV3TNa5Qx30tzbustLyO60IXG1KGBzi+5WyWTdoKph2KwqmDjHVKgqmsaxMWFRd2xpOvuMIesyzC08emD7R8vLZA+eZbIe07taWhvhaiDHyL6jacc55YYDxF9TmiLTGTqdohTWKaYo9kjq5wJ5fVjqlGB/ncfRFq9JKA7Pc54Df0dV3ysiy8B7ROQtqvoHwT5fDHyie70C+JfufV+6aUwuIivAXwC+DkBVZ8BMRF4FfJ7b7WeB3wW+A3gV8EuqOgUeE5GPAp8F/Jd9zxFFRGkS2NwOpRao5Y2uKloGfdGqQezdb6sWjaDWWr9HudwjuuxgrB4v7spHda9mTNa6lL2UOCjQUDnSpD4/vuGDMw/ESVAtnId8ltEuq1RliXnyi1mphmaTyGL5d5xh58E+03Whd02RO8+ajT6e1L3Be13KYReNIkQVmczq7iVJDFntgwCtGB0tDw3P7gt81P/NoQx72+iwbHJVfRp42n3eFpEPA/cBIZO/CniDa1f8Dqct3+OOnUs3U13/BOAi8NMi8t9E5CdEZAjc5Sfk3u90+98HPBEc/6Tb1iAReY2IvFtE3j3TCdLvE/V7SLdbSd2QgSCwt8NGDP59n7JEPrYu3S56xzrR9sSdv5k9RlHQeWqTdKyM7+4hviWRl7yurVJoPjRLVkmt/vt4u5tr+zpCLaD+bPZ/9MC9bL30DOOzwtJTJYPHNutOqEWJjkbmL7i6SfTMFeLHziF//CQ8dQHdHVn9OZ8Hn1i+unRSJE2apssBtIhqX1Xwcer6o+UbFxr7qJLHri+orp/1z657vWa/cUXkhcBnAO9s/bQQn4R0M9X1BHgZ8DdV9Z0i8oOYar4fzXuS9qzxqvp64PUAK9GG6mRqD3m/bzjxWVZXcnFdO8Ni/1Crw43treoogEnxQd9aIo13LI/bF3H0uefi8rk3z7B7d8Lg7nXiLK86iUoczy8wAXudavgc96Ken1PXQydcm+mis2fY/eSz7Nwf072mLP+Pa/DEMzQ6k4hYYUg1nLy2a6z7z/2eK09V16MzR+Nzw5ZXDF5pMuWxZ3AAWuUFrkOXVPXl19tJRJaAfwt8u6putX+eP4v96WZK8ieBJ1XVr0Rvwpj+vIjcA+DeLwT7PxAcfz9w7sAzqFJOJ2ZDTqf2gK6tEC0Na2dTC8kF7GV4bTqwKkkax+j6MrIzRnd2TeKFXnDnpNKdXbqXTdLvPDikvGfDYKNVhdSSuRoDWKnkEO0Wzqt9uUEaLID0ukRn1pm85G42X5SgEQyfzpCr28igbyG/TlqDasC1dMrqVsg+Scbn1O+MXEjO4Qr2aWC4H82T5t4O99cgkRxbR9s8KpGFXouQiKQYg/+8qv7KnF1umE9umiRX1WdE5AkR+SRV/SPgCzDb4g+ArwW+373/e3fIrwG/ICI/gDnePhF410LnKgqKnR2iLDcG73aIlpcszbNsxYnnVQgNyUvz2MAvMp6h1zYbzF1VW/GOsjwnvrRNd2vIeCMiypdYvrxkNdWBEAffnkNdocXSTlUnzfnNmaPEsanSZ88w+sSzbL0oRSNY+ZOC3sev1kUjw9bB7Tpv82CrRVGVb64w7mGP8Tm4f08hc89V253P5DgXbZxHeoiON7HukT8JfFhVf2Cf3X4N+FYR+SXM4bZ5kD0ON9+7/jeBn3ee9Y8BX49pD28UkW8EHge+DEBVPyQib8QWgRz4lut61ltUTidoniGdDtFgYFDQHZqlnRwd+LCJQ5MtDWE6s55hadpMHoHgobfw1NLHd4AlJusRg7vWiFy+uaju7XUOdXulom79uwdE03a6gdnJG2cY/ak7uPbihDKBlY8XLH/wEnrhkuWcz9Ec2vXT98TEXSoqWpj+J5HVpE8Ta72sdRbcfgy+51b66ARQOnzBiVDTAzrEXo2fA3w18N9F5H1u23cDD9p59MeAXwe+BPgoMMJ46kC6qUyuqu8D5tkgc2Fqqvo64HXP6ZxFgY7HaJYTx9bxUyZTdGvbZXkdsOoGdc8kTWFpAFeumdT2BRw9AEUDr7krsRw9cZ4lYPppy4zvGbC0eYd1TdnZbVZj8STOBveqcZa7IpMuflxGRD3rZVb6biZRggz6zF6wwbUXJWRDWH5cWf7oFnrxslvQmhllmpsWUmfcFVUfMm8nV62JAfKgok6eO6dmjub1wnFQkk8DRBRoARLVi8RJokP0rr+d+TZ3uI8C33Ij4y7E5CLycuDPY2r0GPgg8KiqXrmRk91K0jyjvLaJ5Ln1Jz+zBpvbrhf5nHBUUGZJ4hgZDmAyq1Ru27WsEGZ7aGdEORoRXR7Q2Vli966YMt5g8MwSyZOX4Oqme8BDbaK2U9uQVkmcZ3s4qFoMI4KsLFPcf5bNF3fJlqF7DfqXcjSJiM6sWQnpybRKOJHIUlC95G1I4KqMdem6lFIvXu5e4LdFdV77noIT1GExLbU6bxW9cICXqNOx/Y9vK/I9ZFCFo22CHMjkIvJ1wLcBjwHvAf4I6AGfiwFYPgh8j6o+fpPneSCFySahmlpmObK1g0ymRMtLyOoyMkqsRHP1oMZ7pWuSWF745lati4U6WaPSqYO8uqKQurXF0uOrlOmQ8dmY6Wqf4co99J8YEF26Rrm1TaNveZJUWXIWslqBlWXK1QHZcpd8yf6ieFJQxkK2nDC6I2K6Dr3LsPaRKZ1ntpGxU9GXlywicPEy0m7W2CKrV//lmK3cyo4LnZPtuvPVvQrAPf5Yv2iGBTi8xhDH1mvtBDE5HP8stCHwOao6nvejiHw65iC7rUzeyNmGBvhEC2BaUnq1s9NBVldMhZ9O96iPEsdVWqfOMhq12aQp2SpGj13ttUhglhE/9jRrow2yjQHjsx127k+Zrp9heG6JzhNXKJ+54PDtscWnJSI6s07+wB3M1juWp74kFD0oXAvvKEtAoOxAGZsEX/vjKd2PXbCKMq7OOkliJkqvi+7ke+3uuTfQZdnFDgNQFFT164NrrNT4Bqow3iPZJZD64kP8RQFlzluyX7z+fI4ZHaJNflPoQCZX1R+5zu/vO+j3W04hssyTs221zJFSkekUmc2Q9VXDo29tNx/SNEHXlpCt3T3ZWTae7pX8hdnolTo7nSHnLtK5EJPcfRZ58TLZUsS1h3r0z9zFUr+DXNmqPPg8cDc7n7DK9n0xRRdQ6GxDd0std6QjzFYg70GZQjyDwcWS7lNbBnAJK8wUhSWfzDMpWvSwPNJ0wLWvLegOI53E1Hmfc+7ALPMceI2qOg66KyqV4+0kkSKUt7EgxCK0qE3+IsxT/sLwGFX9qzdnWjdIoZq+T103AM1LVCKkKIhUkeUle01nVUFG6fdREdgd712iPRP48ePYnFUuvFZ1V8HCal6JM687jB5YYnQ2ZvryDfpX1pBMyYcx0xVhtiIkY2Pe3pWMzvkdZOT8B92U0Sess/milMlZPxcs9XQ2M6ScJ1/uObw9cbyn8moITmmk3HoK67L7cTodt6CVTXMHGlh0/x+oL9bh890jObaZZgfRERfkC3vX/x0Wv/sPHLW/KcxHbm9zn6sH0KvwZUQ5HptE73ZNqi8NTCr2e8hWUEhBa2lWnceXVKq84+5ckWN0sO2d1IorXr6K5jlLW+t0717h2kv6bD1gt14Uosxi3MMndokuXjPgzWRah90iYQDMVs8yW7PrLBNBO4Y5lzimLF32m68N5+8Dtc+i4RGfh55r292e0fEgliiA3foIwBz0IMzdLnFswdGTRMfd8RbQRFV/6KbO5LnQnFTRMCklLL0MVNt82CoqCmuasDSwNsbnd/amdh6UshpKPLcoSMcZ0+cvVra9nnuG5MpV1vMHmW10KRMhGRWkV6fEF66iVzcpZ1mteXhkGzFc3aR7dZ1oFlF0zVbXfrPqagVg8eWZ/bwkqhNN5lGgmVRQXX9dUPsiPIqwKBpti/0iWuWGtwBHvqzUSUK5NeiIi/JFmfwHReS1wJuBKmFaVd97U2Z1I9SW4jRBH1VIyjmJGr+748vRiHI8Iep1idp47rZ084wTR8bIQekkO5FY7bQ4Qrd3qgITldTLc6L3/w96oROvVMpWCmojCaUAHY3pXJ2QjFKKHmgklr9eFNBuwVPWPgIV9zlAm4VlrbSwlFI7bo4kB4MvibvuJIEsby6k7r5GPtMtz5GOLQblbFbZ7yeVTook/9MYEufzqdV1dd9vP7Xt8Tke5bqTiKVlzmvPq7MZ5cXLFm7r9wweWubNsaGOGbdRcyLmzOukpnI7O78BTGk1WpiHq2/s70pEaVkSjTPiKUgJmhBUcwnGcF1c6vGcj0BKUGlVk5l/OxvkG0Pizhdkytm8AgcchqcX6VsiT5YhRWERjTiG7QXOd8xIgbI8GUz+14BPcDnhR5fmqYn7ML64KqiNBgMFrg2RWnpoJ60KJTbUWF9CyUtpj/VOEktNHY2diq41ICQ8dyBR27bsvOuos9WsPvtsRRg8rXVp5iBk1SjzHDgCK7y9v6bxpCrauN/CWM8hqjLaROw6KRUtsPh6WIUny9E0cap915g+SfjN8/9y3/GPNSlwxCX5or7/9wNrN3Mih0YBCGMutTLO2sUcAUPLuT5kPrbeKIvkJaUPWzm4q3Q7QRvkQP0OzlHBSH08Oaxg4/drM5zaObSbUnaEZBc0FqspF3RYAZw54U2UYFFy5xZx/dcC6b8nE68dhnT55eAWvDQJnJjN+6yzzBa/mUUcJE0b5zqJ5Av0XO91u2hRSX4X8Ici8l9p2uRHI4TWpnmSOyjU6DbMdaaF+eXleIyUJdFwgHRSQ8r5bqRl3X7I7HCrf17ujvbE18NSUo16bmVrDiG0NawgAxDHFIOUomOObSkUyeao69WFBE4z3x4J6jG1nlPbIdfQQCSp4/+VrZ9Yjr03gfx98/s5Bo+63dv7dN8qOuKXuCiTv/amzuKwqVVDDNzDnUTzATPVYbJXfc5zU20H/VotD5hGIueAEzGcuy+B3FbRKwnuGCx0Drbi0dX8g4IX0knJBwllajZ5MsXSYGE+k/uMtrAR4jyR0vZL7CmD5e5dtwMznF0+QPo9cypWi2bdldUvHOrz1U9YemmT5Hg73kRE1Oht19vn8Kf2LCkoLVR9J1DLwwowLWbcw+D+QY9jcyQVxV7108XDdTyx2Pqc81cS3DO4s8VtXlQhunBRKrN6LAA21plsJOR9i6unu6Uh28Bs5HlVXjx555nfHs3Rcrxk9k61Tlq3RvZdU3F2fpZZ+ya3EIGZOGQRQmoFIUtFo9LU9nlgm5NER+fpn0vXs8l/R0T+pog8GG4UkY6IfL6I/CxW+OFo0bxKL56CIo+2y3X+IW/DFrUTq5LicWzJIL4yTamurdEcTcGXePJpl3FM1HOOqTSppHc17+D4qN9n9MI1du+K0NhBXq/MrOGhah3Gq+YceMRL1wap1dp4D8rNOxaDeyXdTtOf4GL/lq/urjXMQitKl8xSmkRPEuik/Na1nzz4Hh9nUtBSFnrdLrqeuv5FwDcAv+igrdewLLQYi5n/syOHXz+I9lPRwwwqaueXV5MB9+C6JA5nl8vyEqwsoY8/VavbLu/bj9fQICokaIvBQs2gJdGjTgdecC9bL0zJliEZweBCSXph25jNz82TX0zaUju00YcDa3kcqtttP0YUmUQuXDnoWVaDYQC6XcPJF7sWL/djlM6XkDhE30mX4gBHvLnC9RJUJsCPAj/qak+dBcaqeu1WTO7QKEC9zWtkuN8xSGoJK1rW5Zm8LR3HsDyErZ0az70fMi40DyKpxvEQ2H2RaBIR3bHB6IVrTDbMFu9dlAKRpAAAIABJREFUVoZPjuDS1aCLimuUKOJ6nQfkF4BIQKOq+6qkKRpNms4/X/YqtOG7HdvuVfo0qRNyloaUWzvu2t299eE830Xm+UBHXF1fuDKMqma4mtDHguYxm3sY5/4GlS1dqc1hNZeWc0u6HWtCuLVd2/0eBebPH8aP3Xi+equ4RJI9BRjEZXkB8dKQ/IGzbD1oDrfuVVh+IiN+8hLlOEig6XZgNGra4oF0r3qpedRaHnrl98JYffdT8ryq8eY1Fel2666rLbvcj6njif2WxKfe9SNAJ6cX2n60T6hs7vaQMb0nvKgZpGKWNIHlpaDaiz98r4fcb5c0qVRYoC4hFSSh4CGtXutYXWFyR5fJhjnbBhdKek9cs4XFaQ/eYdag0BE3z/M+GteNDxv3ROriDrFj0FATiCLKs2uu3psik8zdr6KW5nmOSkTU7+1//pNExwAMc/KZfB9G3iOBoGbMCqji7O8QVRZTtRjy1WBs2JaqHnjYJZDgQNOGdrXVbIy80V2FXpdsGFEmkOxC70oB17YapZmrGume0V2VVhuv9glY//PAQVeVjPa2u9SgnjSBfs8WkjQ1BndlsGSWI9u7Vl4qCI/5GvF+kSx3domWl04+k3P0lZWFjSYReYGIPOw+912vpttK21y9sT5aQe70Hjs4kLwSmSpqOzpp5lX2NDUGCPuM+WNC73SYGJMktbPNLRpV5ling1Ztl5rZZ+QF4taDZAzp1ixQtZutlutoQYlOZy5GXdYLUSR1jXVAl/pVXDtaGhLde7dVzBkO7Prywpxzu7uws2shwp1d5PJVSzzZHaG7Y9M+krTpYHRaic6y2jl4kqmUxV63iRZichF5NdYc4V+5TfdjOeZHghZm9DYM0zNlGDYKUGmN0k+++UBRWOLKZNJQkxuZXa0YPb6HeJZVnyWKTJruJwa0hOmUZKJVklk+TOHsOtGZdaKVJbOPfcJIhejTqlmCefSLumUxVPXYZWotlHwzx2JjyeLuk6ld32hcLxaeSrdo9Ht1/7QwV9xfr5PwOp3Or65zwkh0sdftokXV9W/Bmg++E0BVPyIidx58yBGlubnOgUoNDRWzwqb7bf0+jMeudHJL8jZOU6eMiiheLfa4Iel20dmsgoBWTEpRHafTKfHEwnr5ADZf1GGycZZ0VJJu5yTbM2Sawc4E8VViYG+IzvdD8/OdZYiXsJGlhkaT3En9co8DT/38CkyFn2VU+erBfbWEIFe40Zs00xMuyeu/9sjSokw+VdWZ+EQHkYQjf2mLURSWTgpLM88h6Xag1zEVNtzegtA2iihEdUqn+Oquva55x4tata3CYAHpZErn2pTh0ynbD8LkrFJ2oXMtoXc5IZ72SHeV/oWMzpUV4p2J2c6zrE6U8Wp82LyhKAxIA/Z9NkNGU8fMUa1ieykNVhgyc4tAliHDQaO8dTubj/EYGQx48+jnFv4vjifJiXG8vU1Evhvoi8hfBv53rBTUkaG6ccDiVNnFXkUPQ2XtbiZRBEtDyIvqYa+aEfiUS9gTovOMXoXnUjHV3Wdp6fy4vY81x+c3Wfl4FylT8r5QdIUyhem6PVsaCbt3dejsdEh3l+hsFfQuTkkuDeHi5SrcZQUkgmvzvdBEQBPKlT5ypV18ImBgD20tCjM3HLxXi9qZJ5EQDQa1dvI8UNWBIy/uFmXy7wS+EfjvwDdhrVp+4mZN6laSVzEpc+dRT6gyzap9SsuoiqJmLXbPPEXTBICYaHVoKvn2jkltqMJo5XjSzIqL4wrD7stSSWRFHvTSZQYfhs7mOvkwoehF5L2I2ZIVfyx6kA8hWwYphGSc0Dsb07vSY+ljHeTSNSv77Duk+LJWPoFEBCmVspeSxLExaIgPgHpR8HDZLDece6dTM7S7l5rnlrwynjR+O9G0D+ziqNCiTN4HfkpVfxxARGK3bXTgUbeYvAPuRiR6I6fbFX2gbUeKWFwcAhs6CIfFUQVZlU6K3HmWYn0JYkGyDeKnLqKjMbKyTHk1AAsGJan8d9Eg6aNUmM3QCxdJxmOSft/OlcSUgw75ao/pespkLSJbFrKhMfxuTxhvxBTdVZb/OCF+6mIdtisVSWO4506iy1cpd3ZdV1UNrqnlOCwwqdxJIXc59HmOrCwho1HDr1Flnc3JNT+RdILi5L8NPAzsuO99DLv+527GpG4XSadjnuNIGmWaJI7RpZ7VSodAghc1ei120Nc7NsjPLpNc3oGtbfNcv+AuokkOz1wyp9ecWuVAIzutYc8XBWWew9a2S1m1JoSdbpfOoM/SsEe21mO60WG8EVuN9gFsPxAR5UOWx1Nke4TkhS1kK0vkq32SvEBGpmVoIrC+Ck9faICCKkbN8hrMU5RoliNr3T2XoKUifiE8qPjlCaLD8pyLyE8BXwpcUNVPnfP752FdgB9zm35FVf/h9cZdlMl7quoZHFXdEZHBgsfecrpR+7wukqAmKVeWDWSyOzLpNuhb0cTpzJjMA0kcg0i3YzZ9v0dxZkhyYRO9cs3y0CdT9I5lyk5CFPRVA4JCiUF2mJPu1UIT1jAvgm6jU7E49eYWkqZ0LvbpnBswODNktt5j+4GU3Xth64GIKFuje2WARkLZjZktx8xWIvqXu/SXe0TbEzSOmN63Qnc8abZF8qmzeYbkrqKMlnZtV67ViDc/r0gqh58k0ckrwTyPDk9h+Rngh4E3HLDP76vql97IoIsy+a6IvMxXZxWRP4M1Pjz2VCG1wMJF2zvWJmnQNxW3k5JvLJFcdFLcZ6EF+G/Nc6QobTEo1MAjU+tNpllGNCuQaVbnmxPPm4oLoyV1D7N59ekcw1t9NYHCxcaLAnZ2ibd36F9dJp6uMlvpka3AlU9O6GwlaATJWOluKsNzGaKw88IlonxImQjpToEuD4iSuw0IM5lSbu/YNc4yyskUSZNKyyhHI/vuFiNJE6TTodwdEfUtH53J/Es9pb2kqr8nIi887HEXZfJvB/6NiJxz3+8B/vphT+a2kJbOpoorsIsMBlY/7a4Nyo6vTiqWCOJRY95J52q3K1gxhayo7XZxMejNEdk9q6SDAcWsVQuzHbLL6/5ltvjELUaPLXMtz/D1zFHXGcbhzaUs6ZQlKxt3ce3FEfnA6rT3L8Lqx6Z0Hr8CO7sQx/SWhmgntsXp6qaBYDwePoqIVpbR0ZiymFT3S+LYzl3mVfEIjyaUJKkhvM8DSCvckLp+VkTeHXx/vaq+/gZP99ki8n7gHPB3VfVD1ztgISZX1f8qIn8K+CQsbPqHLivtRFAliXwL380tJMtgOEDWhigx2T2rSLFCtDsjGk0tzpwXSJbVdut0hmzu1N1XPIBkaxu9bw1Wl+Gac7x57LkGXvb9qJHnHSDMXBeTSqXPfcprSSTC8MllpqtDdu81LzxANC1cH3PXxOGydZ8ugzh9o7/4eFzVTrdpB/AtdQg4icx77+rNuwGb7ZtOKik3Alm9pKovfw5ney/wAmcufwmGOv3E6x10I//CZ1L3QvsMEUFVD7Idjg+FOPDIJZ7sjqyIYycl2hpDElOs9snXepR3mDsi3Z4RX9pGxhOTwP1+k1l9nHhpSLac0OnUGO+2gy2cy77kijLUcy7r1FZqBpTCbOb48g69K33ztPcg7xs0NnZjqS9w0a7z5sPborZw+HMHwBovzcUvDL0+JHEVbaj6kT8f6BYFEVR1K/j86yLyoyJyVlUvHXTcog0Pfw54MfA+6vomysEOgttGNwqKqR7GBojFapxzddPAH0tD4iwnvrZlD7PzNOuZFcvayguye1aJd2dESYJs70Cng64vM3pwhd6FMfrk042On0DT0x4kd9STC74Hed3NHPZ6/wp5NgMZjels5iTjmHwIZQeKXmSFMILQlxtorv3foFa9vIrRIxc7d/ck6ver0NwX3fut/Oa5H17sjzimdKtw6SJyN3BeVVVEPgvLPbl8veMWleQvB156pAo2HhaFD3XYoCB2SLTJtLYtt50qXliGlqTp/8/emwfZtmd1nZ+1pzPmOTndvPe+e2+9oXhFARpaLQI22l3RUu890RbCFi3oAiRQWqIIQTEU/KeHCCJoGxEUEUtUykbAarTbaoN4NeDchhZYjFWvinrzcOebw5mHvffqP36/396/ffLkvXnrZb6beV+uiBN5xn32OXnWb63fWt/1/aJRgNzehTwnjkIDKZ3NYa3L+NFVxufMIEf9dYOU8xFwlSmyg9J1N0F2Pz1nV2dQNXLNCo6hSDItW4MLC8S+LMJffLwtRVGsdFX/yAg2FLPxjqPeoeoedju6FtrPA+/F7N1fx7AkxwCq+lPAnwS+W0RSTOH7/YfxycM6+W8DFzglzDD300ILnFBARR2FUgbJ7S3TDJ3OyvnyHMOBNs9gNkc1N2n7aEw+HCGDIfUkQuMOk9WQ+WaDpFEvMeMeZZLEUTlcssyZD3LwwilL3Lgxu1iFIWkjJLeTBsEUonFWcTzHZiOBEDQaZiFKPfUX/3iEZXrvaglYCio3DZcbdJwvx/TM+e9+eBVU4MicXFW/+R6P/wSmxXZfdlgn3wQ+KyKf4jSIKxzSJIqr0cujLZaVthknBYPTns5K53CkjvWakTkukGG5ifx2TywvvU5zp0v0JeeZbCTUNtaQfh+nqlLsz2ezBac6wO4jqmuuUEvIGkYFVTKIRxAOLGa+ViuAOZKYc5FGHZIMhjbwuyKfZZrRLEOyzNBFWwtqdYJ2a/lgzyKJ5ENoD3qM9DB2WCf/X47zJB6IeQQSy0ydEorniBULxJIqWOIEG/kr5A+zGXpnm6TVYHR+k/kjq4TXbpgFwD3Xf0/bEquc1+I+eYn4weLnApOJ5Kstph3r5DnU9nLC2z00CAg21mE8trh2ywZj0XvSCcsFBW+QJ7Pc7J5yiqum62RqEINuEaooxTzk0fxhEDy8m7jCaTXHLFqJim57k2vh1BKG6GRqh0Yc4aFdIEbjol2mmhtAzOIWKcugPyScbZAnAdEyZpol2mfl9uEe1fbianVvLa0Go4tNJmvCvKO0Xhcat+dor0c+GBBkmWGCabcM8WKuELk9uHc9zUoHtg5tBlNmBCsrljNejFP7BJgebdZSPrmHyE56JD8sM8zXiMiviMhARGYikolI796vNMMsIvJrIvIv7e11EfmEiHzB/l3znvuDIvK8iHxeRJ7+4j7SIavrCwylQBVm6ma8fUYXN8ElArVaOYJpqZYKRRNfYsjyoGsgSFb2ot28efWUZHnK7hflDmChrRwnDJH1NQYXI+YdqN0RGreV5HofHY7Ne2eZyVbs80kM/fQiJbN6jDgiZhY+WO0StNvld6da8tO7U7ITboaJJiuxAw+j6SEvD8gOy/H2E8A3A1/ADKf8WQ5fAPhe4Dnv9g8Av6yqT2IGX34AQES+HHg/8BUYUYeftNNuR27+fhioOrqv3+Xw7Fle1RSPI9MumqeoEz50PG1+O8tdn82J+ykaWrJEn//NPLEAxyy2w3wyBvuiyu2i120fkzBEWg3mFzpMrQ5tPIDW9Rlyc9tg0H0WnCAwnG5+e86xvVq4bNjtGCGJWmIeKwQeFZ1MyYcj8sHQ/N3rmcyg+C7zombx9Mafu59/0+kw5cTTPx2ayFFVnwdCVc1U9R9hSv13NRG5DPxRqrPn3wB82F7/MPCN3v2/oKpTVX0JeB5DOXVfds8ovsDpVjGP0WVfccuPlnGM9hxrqpYXL1pVON9mM8JZjjqBgsphS1BMJcr7TCtLzqWIxkW12y4ccYSsrzHeqpE1IEihvqPU3ugZBywWBDGkjYvmk2WIGBx/vUYxS24d30V3nU4hTcnHEyP3bEkrK8KQD/vI6QmP5IctvI1EJAF+XUT+OqaV1jrE634M+CuAz+x6XlWvAajqNY8r7hLwn7znvW7vq5iIfBfwXcve7LBts6UpscWnV6JrvrAY5IrUE/Pjnc337TONtO9+JRVJEubtyLSv3Fy3lmi1wqEXpZXLA1sudq3et/g+gRC0W8wvdBifC0FMFG/emMP2buV9xDnuMnOOvsiOU3xXJmPIp9PKORQ01mBGWsPQfCdpCZR5GE2W7KBOkh02kn+rfe73AEPgCvAn7vYCEXFzsf/lkO+x7Be3b/1T1Q+p6lcuYoDv28E1XxKt1aajS1BfTuKolhg200X9Mff6ZR9Cc0Rh2o1M2rt4bHt8X4zB51bff8AlkkwSELTb5I9sMbpQZ9oxffHmDSPIkPcHxbEkjko+9Qogx/scloO9Ip7oO30SG6onb7sgUVwuJIEVoyi2BXLg93Nmx2uHdfJvVNWJqvZU9X9V1b+EGW6/m30t8MdF5GXgF4D/TkR+FrghIhcB7N+b9vmvYxYPZ5cxkzb3tPuCsS46sJ+aWyBH8TxPv8zcZ1BcZoxUq691r2dJpjCbE8xypqsB2l2gq/ejYBQjtVpZM7B77GILUYyZZvscPGy3kItbjB5bYfhIQNY06qfNGzMTxecLhS83JZaXe28djmAyNZNoo3GZrfjO7xzdTuWFa12CRr3c47vvI8srPHLi1GEfRjvh6fphnfzbl9z3Z+72AlX9QVW9rKqPYQpq/0pVPwB81Dvet2OYLrD3v19EalZB9UngU3d7jxXW7hun7rDivuMAlb5w9YPkxWMSBOTjcVlgW8C6F6KA1kmdoyJCngRkNUEbccWBJYoJkoSg0UBajRKgYotjfsXdL7C5S1CrEz1ygfT3vJPt37fJzpeETNaNrFL3xTnJS7cKUUJ3LJ2nhuIqNdsH7fXJbt0hHwzJdg3ZhU6mpo04nZmugaNrhuqe3S1KSVwMphjSCCmLkX40f9jsFBTe7rq0isg3A98CPC4iH/Ue6nAIYPwB9sPAR0TkO4FXgW8CUNXPiMhHgM9i+EQ+qLpPyOhNmURlm6eC2y4cfRnTqhfF5YCU03tOIXnkdMXSFEkSssSwrKadGlGSGDolO4rpIpwOx8V5+eOejovdnVPxtvUawSMXmF1Zo3+lxui8kLYs8GUbGm8MUCerBCVllWV2YTJF09Q4vbct0bSkb8oGQ7M41KyWuj8n7skjSxCQ25acOqooJ97wsKfpJ/zj3St/+o+YItsm8De8+/vAbx72TVT13wD/xl6/A/zhA573Q8APHfa492WeztniXrckIlzoN3sTYhXhhWVCgU5HLIkNQ8xsTr61TrDTM1juTMkj6D1WY33vccI7vaq873hiOM/ncwOqcaSILmX38eYWoRZcPM/4SzbpX46ZbJpRUsmgvg2dV+bIdad+arHkUVRIJWfDUblVcBmH3Q4UC4pf7R9PkOmUoNtBGo3yuwDDyT6Zlu8DxsEbdbuAaAmKeRjtNDu5qr4CvGI10MaqmovIu4B3Y+iZT41V+uKRR7HkHvciqC7urUNbhErTcs++CEpxkX6lTb7aIrixQzCcmJQ4TWncmDA832Z0XtD3dKntrhBkoALxICMazglGc/Oa4cikzIsyQxIgIWYPfG6DyROb9N4RMzlnmF/CGdTvQOelGY2XdirFNnPOWvlsjiO+II1cXPgWIbVg6xBVymqsMKSfKRWPu3Q9SSCOeebx7+fZl/4GD4sJJ7+6fthKyL8D/pBFp/0y8KsY+qf/8bhO7EjN4dSLNllQUBxVyRtsZPJT5TAwkE7YD0xx1zOM/FGWwZ0dgr2+QXj1+kWBKxhMCGctsrowuCyMLoTkofmBxMOQcJoQD5Wkt0JtZ060OyG4vWsonC37igSCNJtwaYvh46sMLkVMNmC2YrTLmzeUzitTkpfvoDu7pR6a+3ziSSNjFz71sAHFcw/GxUsclQM6rhDnbgdpFQw0m5vsppaYXvvDGMkf8H77MHZYJxdVHdl99N9W1b8uIr92nCd2lGYUUkxvWCQwxIuYLEtESw43j0DRERRKYK87yOqyPbt1dCRAsykaeBJEWUaw2mV8uctkTdAAZqs5kguSgUbK+EpO7XpEkArBNCTph9T2ElrX6iQvheidHZOir7TJHllndKlJ/0rItAsaQbIHrWtK9wsjoldukO/ulQuY2274Ra9F5VV/O7AMR4/7bFmJ4V/UP/fnAFy7zBvTNS25oFRxeZjsYXFyEfkDmMj9nff52gduxQ88V+g0kNS0iwQMT2KhE2YdIo7M2OV4AiKm0ryoRb7MfN42996NBvMnzrP3RMy8C1kNancCgpnZP2soaBigoUm58xiyBsxWAubNOivJeerX2+SNmOlajfFWxHhDmHcAhWgAzZtK9/kR0QtvlKg2L9Ve5Hl3E3DF9uQwxA52vy3+3L1fm8i8/bwYkYpCtCHEVNqjEAJ45tHv49lXfuwQ/7lTYg+Jk38f8IPA/22r4E8A//r4TusITYISZgnmR5fa6m9iaYNHY7NfdZurJC5aP5LElSi+6OCL+3h3H9gC2cUtBu9oMNkwDh4Nof260tjOCWY5GglZLEy7AeNNIWuChpC2YZRA2khILsZoCLOOMG8b4YS4B/UdaF1Lab4+JHj9JtnO3r5aQUWOyf9OpOSWK85/kQlmIeKDBfYQVoExbgY/jirRXOK6acEV02kYso2HTLP8oUjX7ajpv/Vuvwj8heM6qaM0X0a3IGmwUVmSOtRqZs+Y5UZMQRWJIrufDCCK0Gx0MJbdi5YVGeRaDTm3weBdawweEeYrSjQSGrdh7fNjoht7xgHAkDustRldbjK8EDJdNdE8T2CyCdM1w1ajAeQR1G+Z6N1+fUry2jZ68zaZrW6XH7xkVy26Bg7YUyxMpRNX6hAqS7MVzTLy3oCw2zG/HIdPtz1xiSJ0OkViM6EndgpNsEVLSRCLgntm68/z7M2fenP/3JNip9nJReTHVPX7ROT/ZclHORXMMGomxGSlbaatfFnePDcyxI06tJum4u4qx4Eg9bohhsjypVF8cf8qgUAUEaytkl3eZHClSf9KwKwD4USIBtC6lhG9cQftD4pKvYwjwvGEld0GjZsdBlfq7D4ZMN1Qm9ab/Xs0hNYOtK+mNF4dEFy9adLzxdl0N7Cy0DYEKiCeSqpeYchxTLBe2m//apaR9/tIu1Uom5rvuYQE62SKtBplnzw0WH/pW+k8tzg8DKanv7ruxKV/5LhP5LhMczXRJUnQrpE/kjAolDk1y5B5CunQOHhnpZA/AgqhhGXSwpIkJuV3EbxRR9c7DB9fpX8lYtrFUCF3cpKdgKQHyV4Kg1GxBZAgwKmMynRGNBzRHawRD1eYrIUmiucQZFDfyVl5aUR4bRvd3q1G70JcIafgZFtw3H1tPxYAP8VTHe9byUPn87vl85RgMES6nRLN5sZTsTWO8cS0zcIAUts/dz1zaw8NW8xpjuRuuERV/62InLPXb70VJ3aUpg6WutuDNEU31yEOke2e0Tyr1WA4NEituW37NO0Ypm1DuXQ8qNeMiMBKm+x8l7QdE44z8khIWxGzbkhaE6KRkkdC7jQBFYJUiXsWLpq5eXADiBFsG242g/GE1m6f5kqTvF1HQ1PNjm710Vt3Smits0Xm12WjtAexyCxYGfnnRUQvj1fSSefzFBlPilqHmS/PUSvTjIW3SsOqOszmJZX1fF7ts59yO9V7chERDC3s92D6/oGlg/3bh1FTPCnm0F46GhunvXELabfIN7oQBQR7I6tQKoazLRBY7cJez0RZGwXDtS75lfPM1urMWyHBXIn7c+YrMXksxIOUZGdGOJiAKsMvWWO7EUJn4QetCxNkmW3nWf1wsgy9vY1s7xIUgx85eWaANRUM++Jo6r2opJYxy3ioPqnXygzHA8y4hcSHAufjMaFTTfGd1jHRiha4f9Uc5jlSkFGY83go9uan2ckxVfWvBX6/JXLAVtb/roj8RVX9m8d9gkdimqODYalRlmXoeEIwHKNbG2g9hssXkLEhXpRGC8YT8sEQgKDdIn/sIqOtBsnujORqn1p/aI45nRL6+9LcUj2FIc1azGizS9oy/fG0KUw3G9Q/T9XhXJ/dAcb8KO+mx9ye2KvcGwsrjx/GCmf1Cm6O804s+0sAJrPxVVr8vTomI8h2d5FazdA5LxFj0Om0GGKpIAcpK/Wn2tEf8ITZYexeTv5twPt8GRZVfVFEPoDRJz+ZTr4QsTRXdDQqMdruR6o50hug4zHSbJJvrUL7IppDcNVMwEq9hl7aYvxIk9qtKdFL19DhyETVCkrMg4vOjbMHd3rU9lYYjwPSNsybMFsJaTTq6LwKOZXAKKAaYMpdoq3HXlO0rFyq7hfRHDhlyWz8gel6ruhojGysFfRWQEnWmKbW4asqMDqbk2e5aTcuvqc3Xw6YtN1F9vwUwMXuYcLJ/wj3WvrjZTpLdl8eL3n+ibPqNBcVRlFpNNChKYJpf0Dw2g3IIVtJYGON4NJF8ievML6yQv3amOjFq+S7PTN04eiXfB42zzTL0P6ApJcSTmDeyckaMO0GZiuwbOwyy0uGU/9cl0TIkqPNO45bxBaee0/n9joHjniRReJF9RckG/2999N0Xs65++8ngR1TLVP0Yg5fFVUjmvh05zuWn9spsJM+anovJ599kY89GFsG3qgMZGgRWVzvnNRUfHU2Ix8MkZffIL7eY3qpw+DLNph1E+rXhoSvXCPf6xc/4gq/+kJEL6a4xhOS7SnxEKJ+wGw9Z7YC08urZUEKbyECE82jqOrooZeSQ1lFP4A1Bs0rJBFF5F9cWJYtCLka1pgoqi5eHp+cO1YB6S0Ot58/TxLTZlPNiwhepPVWYYU8rywip870kJcHZPdy8t8jIr0llz7wu9+KE7wvW1ZU2vcU+0OdzVDXY3aRJVcIA/JuE5nnNK6OaXzuOvKFV4t+dIWl5SAmGPde85Twdo/Gdk7Sg3AUkLZg3omQRqNcDPwBkSyv0iI7W8xIltkCVr3C5HqI7wTM9iS9sIp02uXWYJ5S3VpI0TO3Byg+r8RR9Xtxhba5nVuf20k+126bzXDouaea33rPcz2RdsKd/F4ttGOhRD5SWxK9Kw979MuuaGTYWL2JKT+SXrlI2opJXr6F7vVzzMA+AAAgAElEQVTJbS960aFdH9mvOvtOWwBN+gPqt6bUNhpkCUzXlXlT0NU2bO9ANtvvuHYIZN82YJGSymUm7va+fbjnhF7Rzr/P/0wAEkXktdAAhCxhxdLv9oD7JGkgs5l5PKqVBI4+s60d3HHikUV94TTaKSgrnH7YkYfuWjRHn1T5QS5e93jepFZjttUknKRob1AQIVQc3FE3eUMfd4uW+WBIcq1HfScnsMX90VbA9JFOmbK7FNvti9OUYj7dP7Y/aOJj5QuNNq0cr6CPOkgO6qDvzd8/mw++5KVLYK9ea0/8eQFHGGE/k1ghB7H0zcX2Ist4qvYtPFX7luXne1LtiCK5iPxDEbkpIr99wOMiIn/LCpD8poj8V4c5vdPv5M4WhyoO9RLPKcIAObdBcntEMJrZvXoJ/6zs6f196SKPusesUqS0ez2SXkY0hnggTDYsc+vG+n7RRW+vXRmq8f+659n3EMcis1j0WvadLCniFc+XYF8bbHErUlnw7LH97UY+HBWLYcF75xRY4siMnqqaabYwNMCiKCoXOQmQRuNUCTFIfrjLIexnMMIiB9kfwXAfPomhJT8UXPDhcfJ7pO3YwYilUU0CgvU1Zhc7BFdvI9O0pGZeWDTutg8/SAJJR2Nq14ckPUVSmF5IGW8GZN1mSf/kH98V9nx9MdhPobzwed37+jWDpWOkS17jZzzq5uu98ym/qirJRMEft4C4q7C3WtUVVwzUebpQ1DP/m6BeKwghRYJT4+hHVV1X1X8HbN/lKd8A/GM19p+AVcd8fDc71U7eZ6e84UUxoFoYcuZHbrxoFAbQqBPfGhaoOEnifcWufdDRBUDLQWm7zmYEgzG1nhLMIRyEpE2YrxlyRP8Y5o8W/G8+o03xGfyKu2c+sMVfzBYpnP3FoKiSL2ZABxUT/cVrsXPhmGNsPSJoNat861mGDg3sVZK4hL7a1F1tlb2Y389ynl79zn3ncKLssKm6+Qo2ReRXvctSkZC72CXgNe/2UgGSRTvVTg7wSf3F5Q/YH3Vuo0alIu5SXOtAQbtlxkyv3jDspbt7Rnu8GPgobZl+WUGfvNin9hee0ZhomBFNIBoJ8xbMOhGy2j04nZ7NiyhYaTG5/fqicy5g2CvnepC5/bNHJa2RoLFl01lCOOHTRFd65vavJIkhjbBa7eLm9h07zGxW6KUFraapTQRW1cUx185mxeWp1rcdfP4nwQ7v5LedMIi9fOg+32nZynvPHOHUOzncxdGdeYUyx3QqSVJOksUx2uubH2Wu5Y9zc6NkJrXHWbrvt/f5POn+nhVMyl6/NSbZUyQzxA/zpqDN2oGFMYenF38s096WOC6ivJEVLhekStruzs8er9Iuc4VJG4GlVoMkIY8C8lbNRGIrd7Tscy8CjRyNlI7HhQCFzmZlz96xuwaGN08SK5o4T00rbTY3rwPzeBQVuIanV/7M3f/HD8gc4u0tAsN8UQIkD4WTw4KjHxQZAykcnMSqlbRbMJ/jdMzQ3Aj4be+gu3tIEhN02lVnD8uC07738Jyhkt5nGcFwSjxWs/YGStoU5hutfbK/lap/lptxVsARX4hTGXUpvN9X9xab6iGrBbNiIYoigu4KsrUJVy4w+5ILDC9E9B9rMn/3FYIrjxCsdsx+eZ9oRNXxCylne65YIIwTZjCpeYw0zXeZj8fkFv9PlhWLgcSxkYyemUk4MlN9P6kRXXI91OUI7KPAt9kq+9cAe05X8G52SpuTy805+tdRVVVxP2ZJEuPUjTqahJAp9AYmdfTlkcBEmPEEHVMwthYY7iCAMIfpAUMhgSwRasiRyQxJAcEMrDQMMCZptxAnHrhgOp8TJM1iNlskMHJGXtvMtfr2p+4l8cO+mfEoJrh4nuk7NxleSJisC+Pz9rEM8ki48dV1kr0Grde3WHltRuOVXbi9Y6Kug6q6zxhFhkQiDEq6rNnccr/lZnGtm7lbHU8sfNYITxBFBhdvgUk6mRYLMm4yLs/JB0Oeqn+Aj09+9u4/hLfSjhDoIiI/j1EL3hSR1zEToDGAqv4U8EvA12MUf0fAobDAD5WTO/uk/mJFPimfp2ZkM8vMLLNT9ExTE8W90coK2MSZWuKJMCz7vX4P2B8SKXDZi60qhfGYcK5IDsFMyMNqJXufaQ4qkCSGkKI3QDODECsEF9373808EI2pH0BwfpPxu86x986E8TmYdZV4IDgOyiCFoG+m5/bepUzWE1ZXNmm91iB85Ybhhs+Nk0q3Ywtmk2KrA+a37xxU0xSG6X6sPZhI7gOTREzEtxmMTmeFphoBPNX8Vj4++j85KXZUYBhV/eZ7PK7AB+/3uA9Nur5oi/t017bR6Qz2esidPej1rc72/sKUj5Qr+OEsUsuklvP9b+qKYbA8wuc5QarFyq8B5CF24agWtwDTVmq30E7bOLrlOndV6EJ0cbE46EVN76BFsTHodkgvb7L3RELvcTXEkAMxi88cgpn5KzZZCCfC+IJy8/cF7L67TXblPGILZnL+HNQS25XIi5n0oLtizn02M7rlPmDH6xTobOZ1DAJzzHrNFujmNktRnFyy2BrBU/UP7P9+H5QdERjmuOyhjOT7zEXENEVtMUji2O4T5/ujrpt7FjHMMVBEbp3ZuZxFJBpQQDZDMQuHGMWTRZPcrP7qIrlr17mOnwQEqx1DRTUcwY1bVX1vV2lfmjGY3nXQqBuuNf/97bZDz2/Qf6zB+Jw5j3Bizql5DWq9nCCFrCbMWsKsC2nLLAIAg0eEaNyiM9tA9gbozm5JZVWvlbpu44lx0mUccm5xsvdL3ZJphqGJ6sUMvZp0PYrM/ySzGUFu2osnJaKfdFjrQ+3kftpe8Iy7H5cjZ/T5xy2fmcS20OV0upeZcy4fO25NgsAs3JUfs0mrZZ6bCJlj8iihXFBcIWxtFV1tI/2RqfpnmRFQrNfMc91QTfmG1Xade696rViUnDiDrnYYPtFlcFGYrZoUPUihcQM2f61PuDMwHy+JyVdqjC416T0aMuvaOkILhucDGjcbJHuGjFKCwCLXQiN7bDHpFVBMZTEKq/vtes1ovjvmHrsdkigylFHFYmw/s4XM6nx+Mhz9zMkfrFX255qjmUmH81kVKFPogWUYRlcHFbWRpBBgWOZcUGp+FQf0nhuWP/a4N0fyBFHDwz5rC+m5FSIXwWo1g+u+uW2YaYq9KkYJ1d/jLqvuA2SmSBV02gWVk2YZEoaMH+vSezRitmaiczA3Dr7+uTHBi68bwgq7PQlvC+3hOnm0zl4SFIqp8w6MzyUkN+rIPDWOPZuho3R5fcCD4AIEzSastM394wm62yud24lGuoV2Oiu/e++7de01zXOean0bHx/+43v8Eo7JlBPP1vrQ7sl9q+zP/VnwhUs5IDIvoZdZRu5STyfx64pzPlKtgNUuQEldnzsMDcAmLQdV0oYy3hT2vqTB4Pc+Qv7IptmL3rxtNMUXkGrFD/0uE1tFH9zhyFfaZT2hUWeyHjHrmv225EZDbe0LE+IXrpe65OOJIYuczZHbuzSvTahv2316broCo62A+bm2ec/p1Fy8Gfbi+yhQhRZc02oYB59O0b2+6Wzkedn9sEVRHY3NZd8kXgkEklqtwBA8qPbaW9wn/6LsbeHk4Dn63YZYfEd3s+OO+cWHnC4+d9neGIoU3lEuM5sR7o2Ih4BCMBfyxBTf4n5GcO0O+bUbZQuq0hIzP24dT0xr6oCKfKVVlqamTbXaJWi3mF/oMFkXspp5/3AE7asZyavbaK9f3eNnduZ+Pie+ukvreko0tO+Rw8xGc6azcqBmMTV3SMBWg6DdIriwZbKiXq9AvBGGhsO91Szab+oKdctQfr6tdpBmo3T05rc+mIKcK4Le6/KA7G3j5LAEMONDOp1pXomGzsF9h1+MLgW6zbXPnFWmxgyyi/GEYK4gpk0lOSQDJbneN4ILlbS0bOdJYIQa/dTbgXKKz4P/UnOcfDA0ae3WOv131JmvUExF1fageXWMbu/uHxpxYJzZHAZDaren1CxaTzKYr8BkLTR7Zme2Qu6idtBuGb64yxdMn78/MHtrW02XJDYFNxG01zfAGEcisegU3n0GHx+YdqiD/Xr2Vjv6WSQ/YfbJ/CPVFH0ZR9uSqOzjtTXLDO+4c25X/XV9dufsrudr03VJYnRthTwWUFPw1wDSuqDJkhTcDs9IGBbz1q7opmlawl2XEFdWbDZnvtlifM5EcRUIx9C8mRFe37EQVA8S62P9bdsxutWjcTsjHJtzDlLj6Ky0C8y51GoE5zYILj9CsLlu0vI0QwbjYhsjYWjaZHFstkCjMfnunqkx+I7to/h8BVWLC9DpDB0MTf3CSksDyyf1jtMO2z47c/K31u6JdV80L1r6sNClU2eu0h6a6nDQaCCrXWRrE72wSdaqkfRyQpuR5zHM28L0fLPknXOHslBSnc0q1FMFN7ttJR20KBXtp801RucTpmvmsWBuxBKbV0fo9m6Fv23fYmEnxdjtUb89Ix7a9p8YnbZso20+5/oa+s7LTJ/YMiO0WQ57fVPEHE+Mes1K21TSs6ws1i0bhRX7/bnag71tvjAtFgSHtS8ec9j4MHxLp9eOcJ78WOxt6eRwH47ut4Hs7f1PCczFAUHaLTNddW4DvbQFtQQGQ+TWDtGrN2nenBfOgphCVtYITVS0k1oSRwa/7eCuC45cjKN657Q4lCJhiHRWmFxZZXS+PO94AO1rKeEbd5Yefx/23Tp6uDMiHqpp/4kpHKbtGKKQ7MI6kwtNkttDwtdulEoqYOoCDuI6GJq03KeDWkjNNctKOuhaUlJP2xoDYWDgyUGA3tk2rbeF47yV02sn3ckf+hba3azAusufXPq4QVjFZYqYmrK4P9FmKsZNaDXL0dA0RUcjuHkbbkKeu/l1k9onNwbUHkmYdoV5V5FMGG2GxI9vUhuNTORbBOksZg+uHai5ZVYRw1vnVfql22H6rovc/l0Jo0tKNBTiPqy+mNF87ib57e0iM6jQWXkEjZqZ9yZNCfpDGturjLYiZolpwY3PxdRW2mTNCBWQnT553/TaCwBRnsNgSGVk1m//LU63xaUSrc491Jsb0LHDQtrrm6i+YJrnBCttaLfghUP8EN6MKQ+0qHYYe9tGct8OjOoHtcncaGYSm/1oEMBeH93rkd+8RX5n27SjXDHLRhkHR5XBhMZ2RtKHcCxoCNNVmK1GZh/rAXCWVfN9KyJ6Ab21W4pAyC5tsPdEjfEFM8MezqC+rTSuj9E7O9VFi2rdYZ9Z3H8wywnnmJpCAJO1gNGXbjK4UmfeCkgvb5oR1TStFvPEogAXRCkqrTa/WOeANcOxpW3WAvGmez2oJci5DbMdKSbwzHcQtJqGiHI4ekvS9rPC2ymxfY7uETBUf6ze/WmKDsfk27u2Mjwvf5BLQSFqMO/9AfXXBzRuG2niPDJ65JPVgNmVtYICqey9e335RQYc1wFwk17W0YNmk9GlJpN1zP5fjfRx+6pN08fjMk1f2JIsm4cHIM0Ix0YsIsisk2/A3qMRQaasvDxC4wBWu2a/7FNbFcUzr1joFhTb8w7ObUC7CZMpeX9QxSW4z+xqEoMh+UoT6ayU5+2GZZLEzKbPDbfcsVM9nxXeTo/tG2pZ4GorKtB2j1oMvSxc/D5xhdM9txF9NiPYG1LbzYhGkLVy8hgz7rlpsOVBo1FU1stBmQWn87MMzYtCnLQa6MVN+ldC5l3zlGgEzVtK/WrfzMp7Ba8Do7d3bDD73Pj2kHioBZgmjwCB5vUZ4as3ibaH5M2aqaAHC1xvi8fMDRVzsNpFzm2ABOhuj3y3t18T3n1uO8RCo06w0zNDP2urBBvryPqqaemplmOuubcgHoO9rcEwInJFRP61iDwnIp8Rke+196+LyCdE5Av275r3mh+0dLOfF5Gnj+vcDmX2h3hXB1gwN6paCiUs5yzXLIPhkGR3Rn1bqd0OyBJI2zC8EDB85yp60aa94ZJ/ke/sLgqLKf4F3Q5cvsDgyVWGjwC5GUBpXVdWXhohN+6Uwo/uWIf6OlwEHZEMcoIpiI3mAME0M+O4N7eRLEOdnhqUUdyPyK6V1lmBThvsVkfH4/3ZisMKuAVha9NEarvPzy5uoGsrRhPdbY0WvvdjY5bRwxFGHBFpxBdlxxnJU+D7VfXLgK8BPigiXw78APDLqvok8Mv2Nvax9wNfgaGl/UmRZTNcx2t+NN8Xyc2dFSerSBwt7J8ryigLbC86nhBf3aV9NaV11YBj8gim6zB4JDSOvrVuqvS1WpGKL7sYSGiMdDvM33mB7d+7yva7Q8KpbZfdgc6LY6IXr5Hv7u3b3/utuWWZS2FZDtMpwcxMqhkxa9MGzBPLDzebw9WbyGyObK6bqOuDVcQMsxTRO8vQG7fJ98zYr/+9FecSiBkxbdTNgjAYmQVFAhPRx1MzOgwWnxCUwhNgXru1ed+/hUPb2zVdV9Vrqvppe70PPIdhlvwG4MP2aR8GvtFe/wbgF1R1amWSnwe+6rjO7262iHVfBmktbAnV0rLXFZHQB+Fs79J4cZuVV+c0r0HaVvLI7HOH542j55e3DD97zdAVSxyVRb9Go4CMyvlzTN99ke0va7L3TiGrm0ib9KB1IyO+tkduJ9rA7rs9Tjp7Z3luBwya6DwlGqZFn5/cDtp0I6u6IkYS6c6OwaSvtA1RZmg6C1KvweWLEEcGo7/bK1tqi9+dz0WXJNBswPZuqVAbmqq/7A5KMg/b3XCCjY6gkv7g2JBwJz1df0taaCLyGPAe4D8D5x0vlapeE5Et+7RLwH/yXraUbtbS2N4vle19m5le+1PFbR+nXhUo9PTDPSs51cqimbnPjmCKJUy4s00tCem21tAgZHRRERVG5yGrR8w6XZo3mtRfND/oQkcsDAzpYqtO2qkx2UzYfWfIdJ1iACbZg/YbOc1X++jt7WLstDg3lyfZuXd1Y7N+5bsyjGO0xePtEdG4juSCxsbJJ+shzc0uwXiCqgXR7O4h7ZbJSMA4WxwZyq29XiFBdaC5ImcSW6zByMhNW8JIwCwaWW5AN5FxZp1OKdh7ssxAe+/2Pm/GlHsz8zxgO3YnF5E28M+A71PVnhwwWAGHo5u1NLYfssc+1m/3k/lHeCr+FvL5/l5spaW2BFJa0REv6mZSPF8z84F1MiXY6dN8PSGP2mgQMNlSgqlRWpm3hGk3odU5TzTJCaY5okoeCmkrZLweMlk3aT5AOMNU0kew8lpG+4U+8to18sGgWKD2ZR4eNt9vpy0KGoJZCILJnHishsIqBg1N0XBysUWz10F29gredB0ModVEt9bN4nTtFjpcMl3GwgLqHDyynOzDkckMAssYk+cEjQZ5qwaqZnHZG5Qp+sY6emfbTNN5/5NjsZPt48fr5CISYxz8n6jqP7d33xCRizaKXwRu2vu/KLrZ47aPT3+Orwv+VMWpfcWRg9JaCCtOvfQ5athgtNcnEKEZh6g0kCxg3jG0zSo2HV4JkCwwe2FMwWt8XpF3DElv10l2QiQzmPKkB62rOSvP7cDr18hHo+p5evWEfZlJriZSLlS1S+cTNI6IBznxMGDWhSA3OPbeOyKC6Tr1PEdcS3GewrWbBsFX0DntB/mAl1mAxfonSLOB9gdVvbdAigq7zFJkp1+QawTtlgHB7PXNiPBxOzgPNhU/jB2bk4sJ2f8AeE5Vf9R76KPAtwM/bP/+C+/+nxORHwUeweg9feq4zu9+7JP5R3hf9Kcr9x2kEOrvw5fRIlccKsvML0RzdHuHaDajs7dOPF5lcCFisgGTLSVr5cTboaGLChUUglQMddPnW4SYFD0aGgdvvzGn+dIO+atvmFbfQnZRbCG8+9x1Z+Z6uC+6Bu0WeT2i9fwO4bTL8KIZDil65llCHp2j8UYdubOHTiZlbxsK/jaBEsgSxybK53lJmNlZKfbtxWvDEGnXYaVNtr5CMJ0jN7dNlAeDclvtwG6PbHe3cu6uAPq+6E/zifSf3u9P4K72ICvnh7HjjORfC3wr8Fsi8uv2vr+Gce6PiMh3Aq8C3wSgqp8RkY8An8VU5j+oqkumFx6MfSL9pzxV+5ayWu7bIdpQB0komWwggDwl3+shkynN/pBke5PRIw3GewGzdkhWx+b3hkHViEoL4dRg0evbSv1OSm17Qnh126DuPAcvT3V5N8B9jkJZxj3fEc9ZLrbsHRcMNn0ypZ5m1O9cYHxBCccmdR+dh7QRM11fo3GrTbw3ReaG9UWjAA1NgSyPA7J6aMgsYyHIIJxkBNOMPA7J6gGNNwYF8WPQaKCXtph3aoT9GeHuEPbsXLotQhIG6NUbpUDDYvS+G5fAF2sPuHJ+GDs2J1fV/8DyfTbAHz7gNT8E/NBxndObtY9Pfw4wPVeHxvKd3kkwLbPKHn3Jntj8CQxjyq07hKMRnRtdWuc6zDsJ0675V0mu5LEwbwl5LNR2c1pXp8TXe4Z9djQmX+RwX2j7AVX1Vd9CDzc+mxmHz9WMyT5xiXB3iA5HJrpu77D2O5ukrYjpRk7cM8efrpnJuuGFhGiUFMMZrqeO2LZbaLYkadM8Fo0i4r5JbgxKr01zuon0h2SXN5mu12m8sgc3bhW9fmnU0c11uLNDvjMsqupIUKkpuC3IUaftBgxzsr38bT2g8sXax/o/U7n99NqfNQywHkrLwUIXxQYP/JEtINl0MESHY+TaDWphSM2fr7btL5oN+u95hOi3XjK0x8sWHQdbrfDIl5F7saVW0E7b6AlAGJBfOkdw9XY5fCKCTqa0/8vr1G+eY/srWkw2DNEjAnkCswRm3erHzCOH8DPYgK3Htrn52hphL2TegaxenudkIyb+0i2SvhIPlc7neoa5FoyGHBgAzI1bplJvHbzSrlz8boH3xd/MJ+Y/v/z/8MXYA5wwO4ydOfkR2Md2fhrASO3O5qYKbE1cOu6j5xZIHpYBawDbl9YqI6wtPKkIMk/JI4MEywfVSviy7cG+GXh7TpW0XYUCCpqmSKuJrq0Q7AwNxXMQFI9LHJPv7BJNppwbbTG+ssLoXMi0K6RNC3kNzN+0pejmFJ2HIEq4HRMNhN6Nc9SEpTlfnpiuwawj1LeF+laT2uwceauGZBnB1dtVbjnxvme1NYUF+O6B26Y3YWeR/G1kH7vz9yu3n179TlTV7murP7hKD3rhvpIiuuzNo/NyMVA7PJJlJP0yEi8nYCiJLiqz5sFCduHJQxFQgk1aTcPs4jjZLNNNsRBkOXm/D8+Pad5o01hfJVtrMj5fY9oJyCPDRpMngr5WBxPAjYiDJYYEyBLI6iaF19ik8y691wiGlwBNaHbXqd+ZU3vhhtk2OB58l4WoWQilFlnseplVuf66BHJ00fztvCc/M/jY7j8Ayj28hLC0cHeQeUCUot9uMwNDH50R782WcsMXi4QDsfjHqz7Re7uyp483t+1AKP48uOM9L9LiLCObzZGdXcJajZWX26w0G2gtQmsxeRKhcYCGhvoqHM4JZpbySZW8VSNtxmS1gHk7ZHwuYNYx7UMNzYIwvAxpM0CjmORWC3b2PM56u/CIILG5LxuN3IcpWp7ggX6OxB4sLv0wdubkb4F9rP8zPL3x50y6m+VouoQowfsRLts/L96nuWlDhf1xyVG+gFYzgodB2TarvqHpK8flYuCkkBExBIv1GgyGJTHD4kRXtn/sNZ+r4Yd3DmYzicDh7JO4mCv3J8SCMKSWJAbZ1mzQOrfC+EKd4YWQ8ZaJ6sHcpO+SBUSjLu1piuzuGYZXV1uIDTlktr1bOdWlQJujsiNM10XkGeDHMSvzT6vqDy88/l5M2/kle9c/V9X/7W7HPHPyt8g+dufv88z57zYtn3tF8sU9uzO/qOeeOp6hKy24s22YYbznlocre8UuG3Dp6+JzwTgK7ZahW57NSx0zXBS0EX3J+ZRv77KIrJrNetsH//w0TU3raxQiwxFRr8/KrRVq26vcDuvMuiaFD+YwvqAEaUSQbdD8HZDtXXQ8NlN7uZpZdC9aGwJJQOL9i92bNeXIqJ3sQNbfAd6HAYf9ioh8VFU/u/DUf6+qf+ywxz1z8rfQnr3xdwG7V59b2Z9DpHoVrLZHJOl01rNug2ilXSVacK/1no9oyZe2MDzj71ul3SoVX+2cesEMa/fsPsClUrg7KA1esnBVnN0p1mSZVUbNEFWSNGO1uUXv0ZjpunH0cCyMLkKQRoSTVWrTKYHrvw8HpTSU27K4ekQ6Lxe3o8SyH10k/yrgeVV9EUBEfgEzuLXo5PdlZ07+AKzYq/vO7psIeCl9pf/uprNCo7VeUDl3O0bkcHv3QPLHUl8dICzm3QtnC8QwqoqYgQ9YqvjqzqNSIFx0cO92cXz1MhDvPQsLy3PSeYrmIyTLaD4fga7Tz2MmG6ZAJykML0I8TAiHG4T9MXJrx3yXElCqR3rv507tIIzAF2uH9/FNEflV7/aH7CyGs0vAa97t14GvXnKcPyAiv4GBff9lVf3M3d70zMkfoDmIJwvCBhIE6JIfqveE8nqeE4znxlni2IylDodG6sg5qnuNX6CylWffEQ3FcYz2BwZyaqGmJb/7frRctWK/pEXlFQor521BNhVbBBOlKToB2evRfEmQfBUNjZ66q8CPzgn1nRqtnSEF2WMgaFYtcmpGZXtylFhKOTz7zG1V/cq7HWrJfYtLyKeBR1V1ICJfD/w/GAj4gXZG//QA7dnrP2lleUMkjglW2gTnNpBmw6qmVCNfJb3NMhhPkNGUYDKDwQj2euBS1c5KZV5cs8w4jUuxFybOkMAU25zCCex3wmVp6bJ5e/8x+7cCTnGsOd7QSyGcEAbV16ZGUJHdHvXXerSvZkauyaLi0jZMVkPyZmIWucRIIO+jlcYDyRylKQYMc5jLve2eQ1qq2lPVgb3+S0AsIndlxDhz8gdsz974u1bGN4BGg+z8KvmV8wSdlbtWgTW3IgPjCUznpmdsUV+aZUbbzJFBuh5xXtYAKg7ueuJQKR7qcacAABe4SURBVLIZNZKgdEJ33+JEm58NuC7BQThxf0Eo9vJa1ieyvBBJrDDWjMbIXp/6zQmN21qM1KrAeEMYX26TX1hHLpwjWGkbqqhGw4hbWHos/5wrXPpvwgRF9HCXQ9ivAE+KyOMikmCYkj5aeT+RC3b4CxH5KowP37nbQc/S9ZNgltxAez3CPEO7bdMWCwPLMeGNtFaQclLyyHk/IpGAPM+RJDFFqGxJG86pq/ipuL0uiXm80Ah3GUCWmxkZMiQwPx1H6wxUU2Cvgr/YvjJZhJupDyusrcW5oGXBMbMV+smEaGdEba/OZCNk1gFRmG7CeDekdicm2DUjrlKrIa0mkuflqKofyY9yUOWICm+qmorI9wAfw7TQ/qEd3Prz9vGfAv4k8N0ikgJj4P2qdz+BMyc/Afbs9Z/kmc3/yUbgAZJm0DQRSFUhX7I/l6CMgFA6qWrhLC7tL8QJ8sCMeVqRBy5tGUfeMVFfOy3yWgwBaBCQrpj+ezSYE90ewHBkRAadLhsUBbhK4c1P03OveIhZsPaRZzgEX3G//Ux2JLU4XpbDeEI0zolGIfMV0z/PI5g3hbQZEVnqJ6OXPrrLuZ3MPrlNwX9p4b6f8q7/BPAT93PMMyc/Ifbs7b9X3tiBZ578KybaqqJkxscrs+pGfzzILP1xo27nsWdmPxrHaK9v2FAdO2skRiCw3UK7bXpfuspkPSAerRHMlXlLmK1YUcSAAnceThLiYYvGnZxkNyOc50iqxNsj5DWra57Ol6P5/HaeS5t9Sinn6MmS9Nkf+BGL4Z9Mqd0ckpzrMrUyzHlN0UBM2cqjyS6/K29r4tB/RxXJ3Z78BNuZk59Uy41YgrrrtmIMVCJhPpkSbO+aqN1uGeceDA1lki22FdDPOIJWi2yrw/Byk+GFgPF50EAIp0bJJUuM0+Src5KVGXkm5IEySUNGLzSIewFBZkAptd0a3XaN6Oo2uttDx2NDlXVAD9qRZBR9ar937qfRfqRfUvyTNK/UnMOxmUeX3HQDTA0hqBQXTeGvLFweJSjmPqrrD8TOnPyE2rMv/AjPXP4LJrXOMjTLKXiGFiP6ZEqAjZS1WiHfq3luJsmS2KTntRrZZofRpSaDy4YbbnZ5xtd9xXO8MljjhV+/QjQQwplAL0HDhDDHEFTUlKyupCsKuRANhFlX0KBJY6NG7fY60Ss3YHuX3A2N3I32SqyoY0FskXl78IXn+/h6q2iqoR1mCUyVXXKQeW6cXJdgBDxQ0NFOonlbphNqZ05+gu3Z1/8Wz7zzLyNpZvTIl4xOAkWLSvd6BN0OUq+jwxESBIabPI5hpcX40VVm3YjJWoD+4R1+4nf9X/zMzT/IJ//z7ybZCWjt2Okwt9226XqWQBQJeQJ5aNNiMWQP/UeF6VpEsxPSqj1C8nIMN29Xe/QL5uC1Ok8rwBVHmLkIewVse80UC7N6QloTNCohpeIiuT+s49UEqtDeI0S8KWdOfmZvzp594Ud45sr3wnhsRkBVcPPpQJny5nbmMU1htQujsUnToxDd6DJ8vMN4M6T/qPDYf/MKX7n2Kn/+Ux8geLFJ5yY07ijB3MgfBZnd41pzdFNZLMw6YqbD6uaxtAnzjpIlQpbUaDYu0IwiQyA5mx0Yzd2Qjs8eW7DnOKw5FPcXbbwkYXquTtYoHw+mEM7UOLxt+e3vRoRlFA/kQJzRF2UnO1s/c/LTYM++9uPFFNuB5n7MroptIay6tU7v3auMtgIG71D+6Nd9in/12rv4+U//Qeq3hNZ1JekrrdeGhDsjA6ZxvWq3x43MNiBfqTO+1GLeChhtBsxW7XvPhFkXNBTyKCacrlObTGF75+7c6g55togHEDc5J2Wf3+mqtRqkzZDUOrnkUNuDaKTkSWAKixYIU2npSWAyAbKSZOKI7Iw04syOxGS1C7t76NBMdlUftCmqI0UYT8wevNM2Dn4uoPdkzl99+qP89V97mvCFBu3bRgCx+9wewY0dkwGoFv1wt7ctps4we/7W63VY65I8scZkPaL/DqPWQgZpwxA5SpbQzc6TqBrutYMiumcHzXg7GWbAyDGvNJi1hSwxW/usAUlPqe2mRL2pOfdFoEsl2zHHdHx9R2JnTn5mR2HPvvAjPPOuvwqzGwCVSnuBQXcjoPM51GuMH1sjrQuDR5W/99//NN//299E9IUGzetQ38npfnYPeeNmqaHuZrz9H63bBgBq9cEZDGne3qF5bp1wukHvUcMTr5bbbXReCNI6nfw8McDtO2XVfZ8qi2fLmHLAfK4whEad6bm6KfhZaqlwCtFEqd0cIts9w43nMh6PDspfRI58lvygIZ4TYmew1lNkz/7O/45sblhAy8JEl48WC0N0pclkPWT7K4T3fO0X+KvP/Q+Mnluj9TrUt3M6z/WQ67eN0zrwyDwtCB3249a9VleWG8GGN67Tfm1E59W8YFkFE11H54XRhTr5uTWk3SKII89pF2oK9q+DmlZw5y5VT2Jo1EmbIfOWrfhjpKDCaY4Mxgb8YtlqCrWYKDbHiOLK/v9IzYGS7nV5QHbm5KfMnn3pbxhSB38f6yKUY1+p1xhf6TC4FPDOr36FWR7S/40NVl6BWi+n8zs9guu30enMOMU8LWfMF4dIHGDFB7rY1FfTlPDVm7TemNB5OScalec5X4HBpYDh4yvI+hrSaBB4++VClfWAQZzis1ihRGo15lsrjNcDspo9DYHarpLszY2U8WRqqJo90sziWAt7/iO1Myc/s6M22Vz3IndQUDYRhlBLyDZXmHVD+u+e8/Xnf5vf+M3HqN+BcGJojYPr24WDFxROi6nzwoCJzxtfOHyuaH9A9PINmtcnNG4qwdw4nwYwekQNe+uVNWRz3bT3krhEvnkXv8hWkSwOAiOVtN5hcLnGdM1G8Rxq22bbEe2OYVoO5xR67VFc/TzWPj752aP7Zyi2QHmIywOysz35abT5vEB1OSuqz406/SdajLYCfuK9H+aHX/gjJDshtR1l7XMjgmu3jIPPZkX0rsgkFUU8kya7wQ4/OhZmWWPoD4hfDVmpXwCJGV40cFNJhcFTA9JWm7X6Jo2XYwIRMzrqi1OYN69mJg5jn8Rod4XhYyuMNwLSJiAw7+a0rgYkuykympZiC3b/XUyZLWLWj9yWQHlPmJ1F8lNoz77yY0bYb5FVpZaQnu8ybwr9x5Ufffl93Pj0BdqvG+hq9MJVdDQu6JUquHIPWLPPtFQ99dFiakdDNU3Jb29T+9XnOfcfb7P2+Zx4aIA186tNHv8TL/DaUxG937XO/EsvI92O0VRvNAjqNYJ6rUDlSZKYaF+3U2SrXfpfvs7eExHTDUBMptD5QsDq8zNqr+0Y5Zj5vDingtBi4TMeiym2jnGIywOys0h+Wq2Y8fam0KKQ4aU6aUNga8zL1zapD00Pef3Xts0gySLOeoGDHTCQ2Nm8WET2SS4RVm/nAaCGiPHaTdrtOrNOm9EFIRwF/NZrj/Bl73mZz2WPsfaZOq3WJRpXB8huH8YTE3mLj2W3H0mCdtpM3tFlcNHQM+f2bcMZNG7nJLdGMDIyyBLHaJZXthVAAaw5cqSbb2cttDM7Dnv2+k/ydOc7DKbdWRyTJUIeQbs9of9yl2gAoy1hY7tnxlY9GuWlVM1QDIv4eubVKO6xt9oxWAkE8gCdTAmv3aG9XkODBHLInm/w+VcfJ1tL6T0RkTZjJpurxMMOSS81zupUTXPQJGJ2rsmsEzLaCpluUAgtZA2l9oYQj5RgMjOZiWPDiSP72fZHcNeB+PjoCPvjxZdw5uRndlwWhoBH2lCPEbWtLFFq2wH1XaXz0tQwx+Repdy9ZoEpprjP40ZbHOjwb1c0xYv+t9J4ZZdw2iGa1BidE+ZtiMZGGHGcBUzXhHAcEg9DostG/ljUINjyCLKaMG+aKn0eGWx6uqI0rwrdVzJq2zPDiuMq15ZYwueeq0ygSVAqtB6pnQ2onNkx2sd2fpqn6h8obueNGpIpaV34veeu8+lsnWisJFf3yskwa4tOvci8ujgbXtBHVZhpSmBL4VRqmFjoD0i2d+kOL5L0GgwvREzXoHY7YLaqxAOTccxXQHI79AJm9+HtQowmO+SJsvKSsPHbU5KbfWQyt5xusYnk/nz6EiYadM4n9BeP8Nv3zvds1PTMjtOk1UDHEySOGF1ukjaE6TpEkiM57L0zYPU/jEvRxMqLS1BKdUikVF9Z2lqD/Sm/Pw46nRrnms0JPv8y7Vur1LY36D3eYLRlJJfThhJObKQNTBTXwERyFTtdJhQSSe0XhO6LU2qvbhtVl+nMtNjqdYJmk3ww3FcYLE9Z+ER6DA5efOCzSH5mx2gfu/P3ebrzHWY/Xhcma0I4hUFqECNZDdtyswWtwoHNDDdQJTXcV3EPK0wrZWsq3ufoZnHwqvQSGA7467eIR2NWJxep9ZpMuwFpXYyOuUWvqY3eeWRGXbPEQFab16D74pxkZ0Z09Q46GJYU1qpGeipJFs7ZM835RPpPj+rrXmInH9Z65uQPgX2s9494+h1/DTAjoPMV5da4RTA1QyOGaCFfMtfiESgWYoZ2Uiv3evBOqNG8qIqXh0rxrpIqa7mY5Hs9gs9Pad9ep9ltkXZrzFZj8kgYb4ZMNo2jJz0zcBJNlWis1O5MiV+6adRcFvr7xXt6uuSL9sn8I2/imz2EKUYM8gTbmZM/JDZ4co3RZmDURXK41WvT6MPG59Ii0hzIiJIrhD4HutdWK5RPsnJfLkGpqQZlWu/dXmRg0VxhOkVv3kLubJMkCUmjDvUajQsdBlfqaCA0b8zNsMl4ZgAzsxk6HFl2nKyUgVqCxnMtMve+x+7gzh4gmu0wdubkD4ntPRYyWzWqInmijPs1OkOlfnVQAEWWOh4Atk8dBmXq6cNlVUz/Gi9qh9b5XdrvT5fBfqdz/fU0LafZxmMkDIl7fbr9cxCKGXu1U2RFSm6j91JhBI/9xa8vHG+KvngOZ05+Zm+BzVeMgwOEo4C0axheZJIWvfRKBZ2F/atL552jhpbe2RFB+lVrJ8TgtMAdwYQuHNtzOiehDLbtZrMHzTIYjQl2+zCZGsirujZYXrbHFgUdvONW7n+rU2fb3z/JdubkD4mp/59UCHZigjlGXCAQdF72j6F0cJ+X3Mj7WqdJPfYUb3TTOLzidNXMwcQApCWyPOkL8+iaV2WSvX56ocySGTrpIlo7RRW/r79IeeUj75xJwCfmP3+f396btLNIfmZvhWlgUWHWZ8JhgEqO+sSG7O+P74uGUCi32CeVr/OJKWA/RNYTehDHtTbzKvtQHtdtBezzmc8Ldpp9zu2dh389n6cEcVRZuI6U8eVQdgz6akdsZ07+sJiAhgpFj1lIG0LeqSOyhCxBAiSxeuRBYCClToTBU2HBFtUKzvQinXd9daeS6vGmuzTcmuE/j0rV0kCM/JKdLyeKoNU0Ci1+au5X0BcALgBBXIJ33tI9uG9u1PQE24mbQhORZ0Tk8yLyvIj8wIM+n9NiWV3RuIzoGsBsRXjjvW1DMhGGhsiw0SBYWyXotAkajaKwVQykFM6tlUm1ghzRpfd2ssrJILsJsmJEFEyEDgNPF10qk3PSaECrZc5tNLaa5PdwcP8x6+wPzMGduS3IvS4PyE5UJBeREPg7wPswMq6/IiIfVdXPPtgzO/mmIQ60bm4HynxFDIqs3UImkWFdDcNyqMOlxlAWz4oiWlXjzC/YVVBuLuqrFoUyzfNSwWVxf+5qAWmK7uyaxaPbgekC2WMFnedV7/3HNH/r998L5uPlT6qdtEj+VcDzqvqiqs6AXwC+4QGf0+kw9zuT8u+8Ba1riq6tmJnv/oB8d8/ATtVz7jAoI+2ieQ7uUzUVWt+5mtTbWa6lCqqtjJsXeCOxLktwrbRaUryXPXj5Xn7RbgGW+9bvv5eYU2s5i+SHtkvAa97t14GvfkDncrpM9l/PE5h1BK3FiKNatgUvl1JrnlevW8li8ryolOs8ReKyUCY+wky9vXyAXSjCfRXnIrKbF5bZQB5Ar08+HldIHhaVYvzhmAcdvRftrPB2f7aMSrPyaxGR7wK+y94cYATYbx/zeR2nbXIE5//S933/gY/95ps9+N3tzZ//5B6PH60WwqI9+mZe3GfnY5/UX9w85NMfyO/0pDn568AV7/Zl4Kr/BFX9EPAhd1tEflVVv/KtOb2jt7PzP92mqs886HO4l520PfmvAE+KyOMikgDvBz76gM/pzM7sVNuJiuSqmorI9wAfw8CZ/qGqfuYBn9aZndmpthPl5ACq+kvAL93HSz5076ecaDs7/zM7VhM94bjbMzuzM3tzdtL25Gd2Zmd2xHbm5Gd2Zg+5nVonPw0YdxG5IiL/WkSeE5HPiMj32vvXReQTIvIF+3fNe80P2s/0eRF5+sGdfWkiEorIr4nIv7S3T9X5v93tVDq5h3H/I8CXA98sIl/+YM9qqaXA96vqlwFfA3zQnucPAL+sqk8Cv2xvYx97P/AVwDPAT9rP+qDte4HnvNun7fzf1nYqnZxTgnFX1Wuq+ml7vY9xlEuYc/2wfdqHgW+0178B+AVVnarqS8DzmM/6wExELgN/FPhp7+5Tc/5ndnqdfBnG/dIDOpdDmYg8BrwH+M/AeVW9BmYhALbs007i5/ox4K8A/oTFaTr/t72dVie/J8b9JJmItIF/Bnyfqvbu9tQl9z2wzyUifwy4qar/5bAvWXLfif2/vF3sxIFhDmn3xLifFBORGOPg/0RV/7m9+4aIXFTVayJyEbhp7z9pn+trgT8uIl8P1IGOiPwsp+f8z4zTG8lPBcZdRAT4B8Bzqvqj3kMfBb7dXv924F94979fRGoi8jjwJPCpt+p8F01Vf1BVL6vqY5jv+F+p6gc4Jed/ZsZOZSQ/RRj3rwW+FfgtEfl1e99fA34Y+IiIfCfwKvBNAKr6GRH5CPBZTGX+g6p6EoeVT/v5v63sDNZ6Zmf2kNtpTdfP7MzO7JB25uRndmYPuZ05+Zmd2UNuZ05+Zmf2kNuZk5/ZmT3kdubkx2wikonIr9sptN8Qkb8kVgdYRL5SRP7WXV77mIh8y1t3tvvevyEi//Z+hkxE5HtE5DuO87zO7P7srIV2zCYiA1Vt2+tbwM8B/5+q/s+HeO17gb+sqn/seM/ywPf/IBCp6o/fx2uamM/3nuM7szO7HzuL5G+hqepNDGf894ix93oz2v+tjfi/bme3VzCgkz9k7/uLNrL/exH5tL381/a17xWRfyMivyginxORf2LRdojI7xeR/2iziE+JyIqdD/8/5P9v72xiawqiOP77o7SobirCqjSa2vhYdMWiTRoLa2LR2BIL8bHForvaNBKNWErERsIGEY2ksRCiDaEiIvGxqKAWJb5C6LGYg1HvlTa5VTfnl0wy98ycmbnvvXPP3PvmzJUGJd2VtKvKkLvw1Wzex1VJZyQ9lNQjqcvbHJbU7Of4AXgqKaLPZgtmFqnABLyrIBsDlgHtwAWXnQc2en4xaTXij3KXLwRqPb8aGPJ8O/CGtFZ8DnAd2ATMBx4DbV5vibe7EzjksgXAELBywhjnAy+y43bgNbDcdZ4B3V62Fzia1T1IiqP/559/JPs/l7WWgErRWteAXkmngXNmNiL9Vq0G6JO0nvSm75as7KaZjQD4EtomkuE/N7NBAPMIOEmbgbWStrpuA+mi8SRrr5Fk1DmD5iGmkh4B/S4fBjqyeqNAa9WzD2aUMPIZRtIqkoGOAmu+y82sR9JFYAtwQ1JnBfX9wEtgHclj5y8Y+pTlv5K+W1E51FPAHjO7PMlQP5Iiz3LyPsaz43F+/S3Vun4wC4h78hlE0lLgBNBnPq/NyprNbNjMjpCmz63AW6A+q9ZA8szjpMCXPz31fgCskNTmfdRLmkcK7NntYbBIapG0KFc0szFgrqSJhv43tAD3pqEXFEB48uKp8+lzDSky6xTQW6HePkkdJC98H7hE8pBfJN0BTgLHgbOStgEDwPvJOjazz5K2A8ck1ZG8aydpK6cm4JY/oHvFzy2ccvpJ9/ZXpnLCpOi77inqBAURf6EFVZG0AThgZjuK1AmKJabrQVXM7DYwMMUdVxuBwwUNKZgG4cmDoOSEJw+CkhNGHgQlJ4w8CEpOGHkQlJww8iAoOd8A9yD9Yp1CrOIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3A9/kZlu9Bvh4bDb220TkpY698lgSOdRWw9K1RU8OhOhRZUedU8JEWHAPR7mq0nbFwWHLA6Vw1lazzL5GSWILgXOjdTqtmkdEFcU1luzsQp6bMougs5mVzUqLw1l1478nM2R7RPnABgDR5ZuQZcgzV4mTxLyBXheZBRDZUqHbseu66/uSm/hEnggsL9k9hTH/gomqUOhHsCXHFpG+mwU9wFglX40NqsP9/hvu9auBn1DVqao+gXFYfdqRV/D1Xw/b7HQayC6J48rNrazhCUl4rfY9VddOUvvtmFWq++h0kCSt79vv54kSW/eOK39VP34hc2wslWRZY0EQV7oCt6jMMgOp+Jr6ZFrv72vaUYSmMRq780aCpjEyzepFZji0OLzfs9JZmqJ5btDXSGx7t1tb/05qi0e3Y4CavLDYfZahRcHnDr7kxP4vd1pK5Fg/d0tumyVX1Q+LyHcCTwJj4C2q+hYRuc+zS6rqM34+N0YQ/1vBKTxpfENE5LXAawF6DCol8xZVOtYwITGmQFqiZZ2V1qLe3rCu/v1jWGa3s1m9TmdfhtgrNUXRjG/R+tqlS47lWXCfFndHaYKWan930kr5wu4va+XURvba2kAzaxoRtzAk7j68opc5xNYPrnluij+ZVo0p0nG17jQGjZC8hGlGfGMP7aXo+jKaJGQX+kipaCSkWxOirZFBYZ3Symhs1/ULh7fgmSu3gcXmSWI5BDndGeqDxBJvpzu1ddssuYu1Xw28GHO/hyLydw47ZM62fX63qr5BVV+uqi9P6dYHV+T+R39Zwj7qhiUOO7SCho7QwtY3UkIcEQ0G9X5J2rTIzspWf4fXcsf7/T1horfutRWvhxVAgGbzZTSXyKqkKGo4aekWh5b3YrFx4Pa7UpkH06BKdG0LmeWUw64Du+QUwy7TB1YQVdIbY6KshAjKjkPApWl9rZlT3H7P3ptllk2fZVXNvVq80tSQdAsoPvF2nJ+7Jbfzyo8BT6jqVVXNgJ8G/hJw2c9ucr+vuP1vmTS+ZjAJmixgH2yzcnmDfRvb5ljuhmKHxyTBF9n1Xke9boUZ90CQCpiCV7a6E8vDS8UpRSNrHt6TtAAqXryr7s4ng0ETZw4WK7v4WPq9+pzOi9DptALBaOmz3q6HPDXvQbb2rFlaBLopZTem6EXILEfynDIRomlBsjky8EwcwdoKsnHBlNuV4aqkm///+OScDzW817GgUqgc6+duye1U8ieB/1pEBm5a4+cA78XI4b/U7fOlwM+61z8HvEZEuiLyYuCjgd8+9AqqDeuqRWEJpG63+rshrjtLwxg12F65/n67VwqfKAtdeYnM6gW1aK9Albist4S1Z6/IIs41jqpat3TS/RYf9iuwP95RLvnymESulTTLawVySiudtH5WWppia+my9ZEl4Tyl03hcJc6iyYxypU++PiRbTogn7h5KiKcFydbEWe0Iohgd9kxhp1M0rJe750Fcf04tCoPNhh1vCyYf0Yg3VX2HiLwZeBeQA78HvAFYAt4kIl+BLQR/0+3/Ry4D/8du/685MrMutdWriAYj+xLpCKeQcePL7d3iUMF9S2a1CBRUMTJaNnqzgao/W4vCkkgj5luigJ7YW22lqO87SZA0tZg0ou71ru6rdTpndY+UogDSenFxWXRTuJp5lcxt93G9GAsMquiwR3lxmaKXkC+nSFbSf2aETGZoLMjOiHjqGGHyvIbV3tiuy3Fx1AwLIjEmGY+SC0p3i1xGK095dv22ZgxU9VuBb21tnmJWfd7+3w58+3O6mE9ezWYu8eSUFxqWWKKmkjSsdrUgFLXVlmh+Sc6707Ns/3Z1FrRyvQP3OmwE8Tjwwte1g/P5a4eLR3isXygiMRYWx9ay73r+b8fAWsXjpeNkm2X1doC1FXTQZXrfErOVGCmhe2NGen0P2RlZVtwn9rwVLgpEIrsPVXPV84DKuSwrr0fLFluMb35pz1NbELEGldN976c7LXhcCRS6zHIiEfvSFIGCVjFuZBnt6tAALOIZUyrShdq6aKlNpfN5gNnMKW/gLXjyBai50jzCzLOqVOymfVOAOK4SZuH57WXrSyRSM7X4v5Okjv2LwhTYWXLrTIvcMRn78pnLS0iWUd67xuzigGwpRgol3S2QEjpP37TFJxK7x9HY6JfLaXUP6uEeSWxWvde1ZNvUtZuGgBvfXONCE83y/YvlgogiZOew1tsnQlD2gkDRXGlrnpX11jokTpiTePPnbJzfx+fBbDDfJKI+3nZEDFV8DBUSTCSyv/2QgqJAAmsbLjLzSnwVrhzqJB44AEwMmjiL6pJ/qaB7I3yLKEsDZDozbyeKDBRz7wVmF4eUSUTZtYVncGlMfH0XRJg9uGohyd7IYKyuzi7LQxgOYDqr3HDf8cZ0avdQlnXOABwE11v3mt3VHu2CxuTKqQfDLLSSA01X2ru4s8yw0bvBtD2vOI4GqaqXt8V7BaGrHr4OGU/FoKTz8HValkgZWC7nVksUeAN5Xi9IeV4vEseROLYFIi9qgEqAWddZhmysm3L6enmWIxfWEBF00GW2MWC6npLuFnRuWK2b2cwy4rMM4oi0l5JdHJJu7cCu9ZBTlHBj00KAtCaqIKvHJlEUSLfrqg2BR6RlZbVDxV7cUcd3F+hyHFl4JYfAzfZ/T6cOwx0AZaBWoMC99255ZbnjuALQ1MeHrrM0fgNEwwHl3qiuVZQKqFnMTgfV3Cg9Q3Sa/x1H5tpuTVtZ9dhdJ6qz5GHcWpZW6nLIMQ88UUoXqrgEXye1+1lbIb9nhcm9XYpORFQoUaYMnhoRX7lpip3ldWwOSBEhW7uU9w7RtRV45kr1ns6yqrbdSKSBW4DcfacpOpk0qJn3Vz3E8ig7LJwoJ2fJReRh4IeB+7FvzBtU9XWtfV6BVaSecJt+WlX/+WHnPRNKbsixQMl9jBvwjFVutx+7Szof5+5i+XaCrgGJbbv3YctmaPmLoC2hKBqWtpJOx6ynODrksCbuM95pUitVElhLjyKLI1hehWev1srtXHR90YPkK11mqynxpKR3ZWp17a0ddDRGZzOjFA5r9O4zaVGgV6/TLZXZS+6lk2+g128AYvH2zi6yumLhiMsT+C64atCCa0IJqw/NKoLUeYsFlRNMvOXAP1TVd4nIMvBOEXmrqv5xa7/fUNUvOO5JF1rJ1X8xnNJVDSOA7o3MNQ6z5W5fiZJGr/VxGkxsEIHv3grieB+HeubSMJb21tfn0zxxQ6Ck5eqA6HrhLH77Plys2+1aqWs4sD7uPQej7XVgz6xlOegQxXH9TIDivlV2Hx7Qu56x9L4bsLOHjsdmsX14ED4DH8JE0lA63dkl2Vol31gi2do2j8EvoGVpsf1kUlE7VWVD3ziTuOftFNpTNttODivf5mhfEFFOjr/Nwb095HtHRN6LQbvbSn5LsqiBUCWhNQ6tcpX1ppVBL/1kzv1w1hDZFu5fJ9taqDUPN3U49Ma5tHZda8va/CJLJyXanbiGkdjFsKn9djX0ykXPHR68VHPBux00MSgpIqiHv3qXOUkY39+nu5XTff+z6NPPoFvb1Uij4AM2F7mAHKJaBIqC6NlrRDMbamh0y25M8WRi3ojPoIfkj+AWPq0IHL2Fr+JxXyf3qLwFEwUyTY71A1wUkd8Nfl570HlF5EXYrPJ3zHn7M0Tk3SLyiyLy8Ufd40Jbci/mirfWq1KtZOUAIBKV9SJQ6v66bGh92zF7OxnWsIAKSwPYKavBA9X5xEpOkibWDOLZWXJzb+l14cbm/iqAX5zCbLTDhpfLPaJrW7awJDGsLMHOHnEcWSLM31u/R5kI3Wd3KW/cdDX5mKjbtevv+9xzsvlagljrqk6mRNe3od9D9sZ2zw5Qw2xm1nrqWkbD+8bF7+G006pDL6kRf+mifhVvqVf8mqq+/MgziiwBPwV8g6put95+F/BCVd0VkVcBP4OhQw+URX2y+6TRaOJKZZIkqOv+2peFJ4C4hl9wEfNvgjKW51Sz60RNVx9gPHG8arKvJKeZg4tWiba4jr8jg6A2asiBVIuBq1ELEHnSBRG0k5Cv9UmLknx9SNxJkPEMTROK1T4q2N+F63ATrc85T+YpOrjPLkYOsdQ3jrbNLfssRYFOJsjaKrIXV2WzqjzmG2u0RHo9W5ji2Kx/lllX2ngCo8WMyZWTRbyJSIop+I+q6k/vu16g9Kr6CyLyfSJyUVWvHXTOxVdyp9Ah7LTeXitlmGnXUi0uDiGtoYhU3kFlyYsCDRFnULdv5vn+kl01IbQA6VSjfSt3ut+zL3kkoFETJNP4fN69FlOI0ai6rkxnpNdSKEuSsoQkphz2KIcdphc6lB2hXB0gzyb1wuNBOfmcGDh8DpG43IODv/a6lkjcm1JcXCHOMphMbWEr1T5fklhdPkiqVXj1NHWTVqI6d1GWNUXzQifeTiYmdz0ebwTeq6rfdcA+9wOXVVVF5NMwk3T9sPMuvpK3FLSa/1VqxZJiY36aXyLfP92wuqWakvnkUDtu91/ESGqX3dMh4xN/Bwz58zhuMCXrpOjmVlPxq2vVGPmKOjlNHfKirPY3Egg3a2wytcUJSOKYZHmJ/FMfYHJPn8GlJZcVd+dMfSkveCZtAE4Q2tTAnQhGI6Jpn/LiGtEzV+1ZZzls71StpuqeUdVuuzS0ex5P6utFkQGE0sSShQvahaYqJ2nJPxP4EuAPReT33bZvAR6xa+nrgceBrxaRHONpeI3q4Svk4iu5E1/frkRLY0np9+pY0e/rXe9Bv1kXjqyhJOp2Uc+oEqDcbCdpxd1WMpJpa3xvqeCZVVr/AxkMHOFDWVu70Ir7ZFQD+53ViucTgKE4RdGisNni0ynpzr1o4nq6pemBVGFHFHyeeU0iRQHqQoZu11pQb+5QPrRh551llgfwn7HXNS8pTeyaDlxjVQZXT+/3rL6fJoBbbBdVyeHEYK2q+ptwuFugqt8DfM+tnPfMKLmXRmZ8MkX6dYY9zMJLoKh1B1sdPwYnbFr7oqB0C0NVOy+oxw/5UpArSSlY8s1b+SRBl4fI3sgST84raCTD5kE8PeAEard+TmztO9Vk0EdTIZppExfu3X/PmV7BStWx6QQLk3/tsPgVc8x0Srw5ssz+LLO2VDBobajYnovdJzqTxMXhef2sEuur35fnWBg5/RxvC6/kIQKt0ZgqUT1Ct6qf1ztUQJVIEAIvwHOWe3e22u5w74FoUdSlszCh1WCQcRnogPlEpjNDqcWuBFaWSBx4Cj555ctZbhAB1WJUW/x2KQpAkoTikfspUqH/5K6RNoafwUFONZLqkczlqitaNX/XwgrAzh4sD80aJ47aeTI1AI63zG4RrNx9MC/EPysffix4F9r5cIU7Ke1mkxA77maEVQm6AMbq42gtjQLATjUni14q0jMCxrCTzdMwSde1bBate/DYctdaymRaM5S2y2eBsolEtq50XSbaK1iwAPgZ4Q0ceL/H7EKX3vWM6NIVysl0fua8zbVeqqssBDmBjvWlVwCamYVAhHXwyZ4bTey9GPfcPYecE51hzyiM8QE6af16AeW81fQOSlUvD62vH/Uzm1kiPSAwoChrt5WWNQsVIFw8PLNJu37u+cx8hj1YSLQoLDxIErPcLknW3s+1NNnrsqw61phOmy566KrHLnvtLL4kCfR75APrBSdNiTy9cr9XWVuS2DLme3Pc5HlEDj6Umc0scVeWcHNm4UeQIT+om0x8C2xm8FydzgzT7/5Pi8vxdncnlh5HFlvJA0XUCnUWlMQ8fnxtFRmN99XE/cRNnU5rqKrrYqNdyvItpGJZYW1zn4MtKGHbaQviWlEf97qG8y5Ks9K7ewYV9QtJy4PwitMcgtCE9FYIPEf3DJAPY3RjFfIS2RtBlgfzyRwrTTytAEOVVGAhQ+mpx/u7DjodT8zd17LZKntAvR+oJqpSFKbQkdiCVloYsg8QtEBy2ieoLLSSC1RK5AEroq0xQrPMvvjdrnMT3XZPZxwypuDG62YZ0XBgLnW7RKfl/oRX4RhpfEKpLM3t9YrjcO16/wZSKHr9pil9JzUl8ugxv28czA0Dw6v7/uxZVifpHEmEbKyTPbhGtmTWsOxGTNYjNt69DU8+Yw0jUHeNFYW5+XFM1O9TjoLaNgHHXBwBrhQLtdcAACAASURBVHSY51bnxgA+WpaOumpsi17IYTdPAsrpcmeXqN9HRY9cHE67qELWRlueMlloJVfVuZ1h+5JIqjDsG0HhPuimVuyqjdLVQe5jltui4AEcDVe7aC4APikYx4Y17yTI1a2mQvt+8NYXXf3IIbef5Ia3Vy3NJe+6jrXlIXuPrjPecO65gBQwvFIQffhqs9c94IGvONq7rc43/xxCpXNIvgZVVgFKVp838F4afHgtpddSjel1PK48jkMXh1Mu5q6fK/ltFQOMSN0I4qCW3n3VskRmM3R5gNzcanRpaVkifqxvlNkXP3LbHePJvi/fPIvjWWJmmWsLndXK4mNoz4uWZfUQwF63BoiEjK7+OkHmXAtXVy5KtMjQ3T2k16V45B7GGzG9zZLhE9uQOSu9s0e5vWONLg7co0VR0zAHtemqW08PsagO9FKXIgukncxrAYva2+r/mXlhCvWEFy353O7f5i3THzvgP3165W7OOTuOnAklR00Zo14XY0htfVEd1ttzrFW1ZJ/AWluxCZv+fODme82a9WuwRaTbcV6B+6rOqy0DVUdWJ6VYGxLvTsxy+4Rft2vdZWCLQG7TTOxUHoaqtcKXNeAFDMwzvr+HRjB4cgeeeNqUWaTpmnc69cCFIPuvFEYWMQ9xF8b+EbWV9l59RXDZxBgY1r9sZtXnWmm3yCRpk/ZqweS8hHaHpZxM7cuWJAFs1cAgmsY27aTKpEe1u5wXDnZat0r6eLc+eZ319vtou2RUzonXAfo9awvd3q14yHWWIbt71pyhagmsIlAOn+SLqWPkQR9GY+euG7d80RVEQSY+tg9aXJ34OeZViBF8pnCbb2KpkHqujVewcU6eiloi2aeUVQvvvN78dvstVPRbTcThIgJizt31OyvO0ghYw8j6RfTytdoq9rqwG9exs7ppn57ttEVcIEnS+BLaNbQ5DEBLKCNjZ/Wjglwiz+Pg6fdIbu7ZeN8wbvcwT6/g4SCCAusRD8VRPFnCUaDTIZ4q05WIfGNAcqlLubuLb6jx9xv21u/L+ntPJVTegnocE4F30xpO4ZXSVy3epm/e9y95TB4/oEa/v8X10Gm0p1jOOd5uszRGHQVflnJnlyhJkLVVg5XuTNCBEQtqCIZJE9vuhxD4bO94YqCPsdQlrSrr7JFcIVY+QJxVI4pKpNelXOrZyN/KSkd27m4XEcemmiT7rWDDba4Rb+WeJbyk06H/zBqT9QGjB3qsXr6ITKYu3i7r2naIzLOH1nxddcxRu+DzRkdV2ICi6brDXAX32ytFb8u8ZOmCGXPLrp9TMt822eEmb81/ksfk8WaDim8N3d5BVlfQjVU0jcmXOqTFBStjpTGaRJRxzOxClygbkC4PiHZGyHhiSnUQ99gB/OhAPbY3yyFN0Ps27BzjSR1LOzIJTwThucql368VO02hm9p5JlNL2KWp/fZDA1VJnr7GcOMhth9OSF+6wWA6pbx8jYrwIcyUtzvPoPJE7KVWicx5VtUsdrOefZByt/d5TB5vbAthyHMhtQsi52CYOyRv0zfzWPF47XLivpCzGXrjJrI3IlpZItFViuU+8WiG7E3MnValN8vJV7pM7x/CfQMQIRnlxNtTZGe3njriZV7LqWvikCyH1WXY2kF6ffKlLsnlLTuHc82rOeFeWX1FwItL1jEOFpDhEF3qQaFWTnOTRlGle3VMurHE9sMJ0ex+ellOeWOzPjb0COzhNB9gyPXun90hvHfHUexQ2goONBNzYVffAsq5u36H5G36Zh7jcdpTT4TCjcydIdu7xA7O2sgoxzFpmpA6YgNd7pOv9Zk8OGSwewGuXKsYVaqs/DyecJfkqzqw+j1bBHZ299MQN1hVg1HD/r2QEDGKjD/9ulvA0qTuL49j4muw/KGUmy/tsfWiDunWPUS7e4Qw08awxHngjTnWNFRmr6i3quC3JEcQap5GOc+u32F5m76Zx8ovIizrWBZXES2bMbQnYfSJNG9pS4XLQrq+RvGyhxg/epF+FJmiZ9l+oEgYIkDV3SaxTfiMRzODkrblQAqmVkkOp6Dhved51eAiUQS7e3TynOX+A2w+mjK5r8/wqSHl1nZVLtwn3gvxvx1dtS9/tZX5uSr3PCvekAMm2CySnPbs+um+u+ciAfuojzHbP6gbwOdpiT12OnivvHad3hPX0QhGj16ARx4gGporr7nRIQHzEXSuSaTsJcj2qM6Yh25zFDUWi7YiVn+HhAyuGaVmoQ1KWNu79C/t0tlRZsuxsbHonBDDS6jgWs615HdMgl6Dx6Ivunv38RxEVcg1OtbP3ZIzp+SVxQmphrVsKrj/7ReBgEwifK+89CyD914hGRXsvXiF/KMeIlpdacXnQTzrqJx00KW8bx1NYgPNEChkWIcPrPm+aaVevPKFXOhaY761dJ8nz5HrW/Q2S7KBUC739p8baqIKqBUc9jGzHGmBjylHegALbsXB3PXj/NwtOVPu+pHixh95CWmaQ8RWtW+WU156huTKVTrra8wevZ+9lz9C7/KYeGsMm9vVvlUpKorQKGJ6sU//A9fMVT+oBTOKaqVz9XXiCO2lSGEZeXxHnONy08m09gzctBJUzTPZG5HsFZQPxuQrXRKX5BMP+QVIE1cmzAOyRl9+dGCXxLY9Vjx+IjH4vOx6KNWoqgWkgDqPyU+reHfeTwyhzihLUo8trspIeU55c5POh1KyT7iP0UMDhoXWOPVQRJCyJN1xCbjIZdMD61+9Koq6kwzq2vo0NaLHQd+ANf0OMpra7+tb+E41XV0iurlj52nRQeX9mNSj8mIaoJuqI6+65wPiYol4jJNT9FDaSr+ICu7lXMnvpsz78raQWZaRd/sGCi+RNK27KnrtOoM/67L1iRcYPTRg6foG+szl4Ho2uG9675D0xthq2kW5v/fbt2+Wak0aqkBat5GO3BikKDIcum853ZKg1u6IIrIM+n10uY/McsMACMxWYvoiznsJsvRFYUws4TwyDQZP3CEJrfuiIt3gvE5+OmTeVJBAwi9bqNgepw1UBIea5UTXb9LdXGXnBSnRx93LoCwMfIJTouEAgGhrZFb0IIvpE1/OlRdP5ug70TzXWxTNJXlUMBceqvKaAt1S6T54L9PVCFkaGiGGuvHIWVbH550UJnXfe2PCDK46UMxub8nMy4LH5ae9Tn7mEm+w3zUU1woaOWaWA+PDcCbavKy5i50B+jcKxvckzF58r8FYI4FOSrE+INmawc4uVYso1InAELMduvBu2ADgaKKsyUaSxOimuh3r/U6TirO8cXtFYYvBjU2Gl2a2Cqws1dxtYU6gVJtm4lx8P0N83wy4uyB3ZFE5QVGFvIyO9XO35Exb8siXuTxZQqlEjvDhsWKOons2U21OXPEicYyuLBGPc/of3GHy8Brjezp0ul10PEaWhkwv9Oh/eKcefxRmsL0lD8PPUpFOgojRRvlMedUbH8egYg03gEwFulHdYdfpWBwvYqOItSTdmhDPOmjXjWfSoh7U4JNxUYR0u/ZZJXI8cnXr6Lxa+bnMl3N3/Q7IXMvctsRBVxVQx6QBFHYf1VMjlrZpINpJ6Hx4E712g24UMb53A9ZXkdkMBn3SvRy5sd0gp2hk7EutWyqrrHyE+tJedU0bkkBREPX7sGcKXDGieisMVQZdXMdb0U3IhmLtrdWH0ZqaCqwjr5Nau6sPBwL6LIljHtOTSbodVxZxUTmPyW+zLLPOp8vnzH9Ty4ohRudZU9jXmTXPXa0XAEuqkbuRQEWBbO3Q2V4je2CVdHuHctglvbqLVoQSh0ul8H7xaSfoSgW0bpXNaopj8Th4NU46dfPFZDaDhy+CgOQO5deYceaSfuOJ9bl7EFAglRdz5Cd47lItzOF4pgXNv+m5kt8hmZNJN0vdUvDwd7vV0Z1jXu1c0hRdXbYpoc6a6mRC78qYnRcPWRndZ5Zzd2QZ9TiCfD/8NVxIGotKNoettD2bLIDUVvVvB3mtlD+OyYcpUmJlt/B8Hi/vZ6clcWPgYuPZ3ILcKq69SnS6oRfVYrug+beP6MSbiKyJyJtF5E9E5L0i8hkickFE3ioi73e/14P9/4mIfEBE3icir7yli+3rxd6vyPNvcn+SrVE+A+Nk63Xtae2N6ux3lhNfukHeE7YfXULyEoK5a8YZd/AXoAoHQo9iXh+3b50Noa5lOD2lXkBkZYmyG5GM1Upxnpc95MDDJfp6XaTXq7ZX88IDAsqjkG/PGRkXeFhaFLw1/8nndp67LFYJPRnEm4g8LCK/6nTlj0Tk78/ZR0Tku52e/IGIfMpR573dlvx1wC+p6uMi0gEG2JTGX1HV7xCRbwa+GfgmEXkZ8Brg44EHgbeJyEtV9XCURJtI0FnjZo37AEUPXXSvaFUy3FlzH+suLyF704bF1aKArW262yWTdYOqhmWzijBxTqhQMZrGsSlhUU9saSb7TCFrGuYWHj2I/aPlZbJHLjK+ENO7WdoY4epETpH9RNOOY2kdDhD/mdIUmc7Q6RSlsEkxRbHPUj8fyOtjUrcE+8+5iLF4LUJxcpnzHPiHqvouEVkG3ikib1XVPw72+Xzgo93PpwP/2v0+UG6bkovICvDZwJcBqOoMmInIq4FXuN1+CPg14JuAVwM/oapT4AkR+QDwacB/OfAaUUSUJkHM7VBqgVvemKqiZTAXrTqJ/fbbqkUj4Frr9yiXe0TXHYzV48UdfVT3ZsZkrUvZTYkDgoYqkSb19fEDH1x4IM6CauEy5LOMNq1S1SXmxS9mpRqaTSKr5V9cZ/eRPtN1oXdTkXsvWow+ntSzwXtdymEXjSJEFZnM6uklSQxZnYMArRQdLU8Mz+4JPur/zYmc9q7JScXkqvoM8Ix7vSMi7wUeAkIlfzXww25c8W85b/kBd+xcuZ3u+kuAq8C/FZHfE5EfEJEhcJ+/Iff7Xrf/Q8BTwfFPu20NEZHXisjvisjvznSC9PtE/R7S7VZWN1QgCOLtcBCD/30ALZGvrUu3i96zTrQzcddvdo9RFHQ+vEU6VsYP9BA/kshbXjdWKQwfmpRVUrv/vt7u7rX9OUIvoH5t8X/08INsf/wG44vC0odLBh/cqiehFiU6Glm+4OYW0bM3iJ+4hPzZ0/DhK+jeyPjnfB98Yv3q0kmRNGmGLofIcVz7isHHuetvK990rHOfVvHY9WO66xf9d9f9vPag84rIi4BPBt7ReutYehLK7XTXE+BTgK9T1XeIyOsw1/wgmfdN2rfGq+obgDcArEQbqpOpfcn7fcOJz7KaycVN7QzJ/qF2hxvbW+wogFnxQd9GIo13rY/bkzj63nNx/dybF9h7IGFw/zpxlleTRCWO5xNMwP6kGr7Hvajvz7nrYRKurXTRxQvsfdxFdl8Q091Ulv90E556lsZkEhEjhlTDyWubY92/7vccPVXNR2eJxueHLa8UvPJkyoVXcABa9AJHyDVVfflRO4nIEvBTwDeo6nb77fl3cbDcTkv+NPC0qvqV6M2Y0l8WkQcA3O8rwf4PB8e/ALh06BVUKacTiyGnU/uCrq0QLQ3rZFMLyQXsV3htJrAqSxrH6PoysjtGd/fM4oVZcJek0t09utfM0u8+MqR8YMNgoxVDaslcjwGMKjlEu4X31f64QRssgPS6RBfWmbz0frZenKARDJ/JkJs7yKBvJb9OWoNqwI10yupRyL5JxvfU745cSc7hCg4YYHiQzLPmPg73n0EiWdhE2zwpkWP9HEdEJMUU/EdV9afn7HLLenLbLLmqPisiT4nIx6jq+4DPwWKLPwa+FPgO9/tn3SE/B/yYiHwXlnj7aOC3j3WtoqDY3SXKclPwbodoecnaPMtWnXgeQ2go3prHBn6R8Qzd3Good8W24hNleU58Y4fu9pDxRkSUL7F8fck41YEQB9++B8B5HdZ2qjpp3t+ce5Q4Nlf64gVGH32R7RenaAQrHyroffBmTRoZjg5u87zNg60WRUXfXGHcwxnjc3D/XkLlnuu2u5zJIpM2zhM9wcSb2PTINwLvVdXvOmC3nwO+VkR+Aku4bR0Wj8Ptz65/HfCjLrP+58CXY97Dm0TkK4Angb8JoKp/JCJvwhaBHPiaIzPrLSmnEzTPkE6HaDAwKOguTWonJ4d+2cShyZaGMJ3ZzLA0bTaPQPClt/LU0gd3gSUm6xGD+9aIXL+5qO6fdQ4WDqTN0b/7QDTtpBtYnLxxgdHH3sPmRyWUCaw+UbD8nmvolWvWcz7Hc2jzp++ribtWVLQw/08i46RPExu9rHUX3EEKvu9R+uoEUDp8wZlw0wM5wVmNnwl8CfCHIvL7btu3AI/YdfT1wC8ArwI+AIwwnTpUbquSq+rvA/NikLkwNVX9duDbn9c1iwIdj9EsJ45t4qdMpuj2juvyOmTVDXjPJE1haQA3Ns1qewJHD0DRIGvuKJajpy6zBEw/cZnxAwOWtu6xqSm7e002Fi/iYnDvGme5I5l09eMyQjoWNpR+mkmUIIM+s0cusPnihGwIy08qS+/fRK9edwtas6NMc/NC6o67oppD5uPkajSxah1+u9KdJTVzNK8XjsOafBogosALkKheJM6SnGB2/TeZH3OH+yjwNbdy3mMpuYi8HPgszI0eA+8B3qaqN27lYndSNM8oN7eQPLf55BfWYGvHzSKfU44KaJYkjpHhACazyuW2XcsKYbZPdkeUoxHR9QGd3SX27osp4w0Gzy6RPH0Nbm65L3joTdRxahvSKonLbA8H1YhhRJCVZYoXXGTr0R7ZMnQ3oX8tRzsJ0YU1o5CeTKuGE4msBdVb3oYFrmisSzeltLqx6lnYPWn1XKr7be3rs+ZaanXdqnrhAC9Rp2P7L+4o8n1iUIXTHYIcquQi8mXA1wNPAO8E3gf0gP8GA7C8B/inqvrkbb7PQyVsNgnd1DLLke1dZDIlWl5CVpeRUWIUzdUXNd5vXZPE5o5t79S+WOiTNZhOHeTVkULq9jZLT65SpkPGF2Omq32GKw/Qf2pAdG2TcnuHxtzyJKm65KxktQIry5SrA7LlLvmS/YviSUEZC9lywuieiOk69K7D+p9OSC/vImPnoi8vWUXg6nWkPayxJcZX/0VYrNzqjguTk23e+epZBeCewPqH5UoPW62SoKJnSslh8bvQhsBnqup43psi8klYguyuKnmjZxsa4BMtgGlJ6d3OTgdZXTEXfjrd5z5KHFss7oApDW42aVq2StFjx70WCcwy4ieeYW20QbYxYHyxw+4LUqbrFxheWqLz1A3KZ684fHts9WmJiC6skz98D7P1jvWpLwlFDwo3wjvKEhAoO1DGZsHX3j+l88RVY5RxPOskiYUovS66m++Pu+c+QNdlFzsMQFFQ8dcHn5G8+XzncrM5d73CKPgSf1FAmfPW7MeP8y9dKDnBmPy2yKFKrqrfe8T7v3/Y+3dcQmSZFxfbapkjpSLTKTKbIeurhkff3ml+SdMEXVtCtvf2dWfZ+XS/5S8sRq/c2ekMuXSVzpWY5P6LyEctky1FbD7ao3/hPpb6HeTGdpXB5+H72X3JKjsPxRRdQKGzA91ttd6RjjBbgbwHZQrxDAZXS7qXtgzgEjLMFIU1n8wLKVrymDzeTMC1P1swHUY6ibnzvufcgVnmJfAarDoOuisqVeLtLIkilHeREOI4ctyY/MVYpvxF4TGq+tdvz23dooRu+gG8bgCal6hESFEQqSLLS/YznVWEjNLvoyKwN96/RHsl8OePY0tWufJaNV0FK6t5J86y7jB6eInRxZjpyzfo31hDMiUfxkxXhNmKkIxNeXs3MjqXd5GRyx90U0YvWWfrxSmTi/5esNbT2cyQcl483XP4eOJ4H/NqCE5ptNx6CXnZ/Xk6Hbeglc1wBxpYdP8/UE/W4fvdI1nYTrPD5JQb8mNn138Gq9/9PKft3xT2I7e3udfVF9C78GVEOR6bRe92zaovDcwq9nvIdkCkoLU1q67jKZWq7Li7VuQUHWx7JzVyxes30TxnaXud7v0rbL60z/bD9uhFIcqsxj18ao/o6qYBbybTuuwWCQNgtnqR2Zp9zjIRtGu+vMQxZem63zw3nH8O1DmLRkZ8HnquHXd7RceDWKIAdusrAHPQgzB3u8SxFUfPkix64i2Qiap+9229k+cjc1pFw6aUkHoZqLb5slVUFDY0YWlgY4wv7+5v7Qy9g7YyhBbPLQrSccH05atVbK+XniW5cZP1/BFmG13KREhGBenNKfGVm+jNLcpZVnseHtlGDDe36N5YI3pBh6Jrsbr2m6yrFYDF0zP7+5KobjSZJ4FnUkF1/eeCOhfhUYRF0Rhb7BfRqje8BTjytFJnCeXWkFNuyo+r5K8TkW8F3gJUDdOq+q7bcle3Im0rThP0UZWkXJKo8b47vhyNKMcTol6XqI3nPkih48gUOaBOsguZBScSdGe3IpiorF6eE737T+mFSbxSKVstqI0mlAJ0NKZ7fUIy6lD0QCOx/vWigPYInrLOEai41wHaLKS10sJaSu24OZYcDL7kPZYkgSxvLqTuuUa+0y3PkY4tBuVsVsXvZ1XOiiX/CxgS569Su+vq/r770o7H52SU60ki1pY5bzyvzmaUV69bua3fM3hoOce/9NnjNmpOxLL3aWqkii7ObwBTWoMW5uHqG/s7iigtS2SWE09BStAEyALIauP+6ri8yhFICSotNpn9H23eZ21g8INOObuvIAGH4elF+tbIk2VIUdgziWPYOcb1FkwUKMuzoeT/LfAS1xN+emWem3iA4otjQW0MGChwY4hsOgqdtCJKbCDlPIWSt9J+AGGng/R7TsGz+svfWkxCi9qOZed9jrpbzfjZZyvC4BmF2N1HULKqxCUEvZJXeHv/mcaTirTxoIWxvoeo6mgTicyal4oWWH09ZOHJcjRNnGvfNaVPEn7p8r8+8PwLLQqcckt+3Nz/u4G123kjJyYBCGOutDrO2mSOgKHlJlObQ9apZ5RVtEg+9vVlqyiq+q/xra5hXB0oUAUj9fXkkMHG38s+zne7hnYSyo6Q7IHGgqaGmW98hkj2WfFqEYpjm7ySJA3rv68Tr12GdP3l4Ba8NAmSmM3nrLPMFr+ZVRwkTdnnaZwx8QQ9R/3cLTmuJb8P+BMR+R2aMfnpKKG1ZZ7lDoga3Yb9pTZqK4uWloEvS6J+H+mkhpTz00jLevyQuekpFHbM3Po6VKivSsrWPYTQ1pBBBiCOKfsdio4ltqVQ5CB3PdzmvY6i5lOXqO5Ia4xLqh5f4IFIUtf/q1g/sR57HwL55+b3cwoedbt399t9p+SUf8TjKvm33ta7OGlpcYiB+3In0XzATHWY7Hef8xydTi1G9y2YgdJIFFVTTXQytuTUnAWktuBOwcLkYKseXd1/QHghnZR8kFCmFpMnU6wNFuYrue9oCwchzjMp7bzEPhos9+y6HZhh950OLCzJ8mDRrD0ev3Co71c/Y+2lTZHFTryJiKjJ24/a5+Rv7TlKQC1U/U3glocMMC1l3KfgUru76jjP97mfYh1rOp1ZbX3O9cNOr2rQYUUUSVWiCxelMqvPBcDGOuN7EvK+1dXTXYdsA4uR57G8ePHJs4AlJpTKCofcc520Ho3sp6Zi1lyyzMY3uYUILMQhixBSI4QsFY1Kc9vngW3Okpyeb/9cOSom/1UR+ToReSTcKCIdEfmrIvJDGPHD6ZJ5TC9eApJH2+WI/5A4S+3BIFBb8Th2Fi2ru9t8nXgud5yz4E7xo55LTKVJZb2r+w6Oj/p9xi9cY+++CI0d5PXGzAYeqtZlvOqemxlxkahp0dtxPNT18TB/0O009vO1f+tXd5817EIrStfMUppFTyx5+cubbzz8GS+yKGgpx/q5W3KUu/55wN8FftxBWzexLrQYq5n/q1OHXz9MDnLRww4q6uSXd5NFIlusPXe5j2eXl2B5iD51qXa3Xd+3P1/Dg6iQoC0FCy1ry6JHnQ688EG2XpySLUMygsGV0ia1eEveGmbYcMtbyTdPw0zmEmThgthO+KUpUjg66FlWg2EAul3DyRd7Vi/35yhdLiFxiL6zbsUBTvlwhaMaVCbA9wHf57inLgJjVd28Ezd3YhKg3uYNMjzoGMT40dS5q0ad7KaQxLEpy/ZujeeeU3sHmuFBJNV5PAT2QCSaRET3bDB60RqTDYvFe9eV4dMjuHYzmKKi1X1J21X3C0AkoFE1fVXSFI0mzeSfp73ysbwqdDu23bv0aVI35CwNKbd33Wd3z9aX8/wUmY8EOeXu+rGZYVQ1w3FCL4TMdZfLAKU1R6QJ7MBzrHmcerhrJ4XR2FhZA1Rdw6qF9WN3Ps/eKg6wso+AQVyXFxAvDclfcJHtRyzh1r0Jy09lxE9fsyy+V+hOakRADQ63INdQhS3us+RhVn4/jNVPPyXPK44376lIt1tPXW3F5f6cOp7Ye0l8nl0/BXJ2ZqEdJAeUyuZuDxXTZ8KLWkEqZXETVdjcbihpe2hD6DVImlQuLFBTSAVNKHhIq/c6VleY3tNlsmHJtsGVkt5Tm+j2TuU9NCaVegkTcfMy76Nxbakbz0RqcofYKWjoCUQR5cU1x/emyCRzz6uorXmeoxIR9XsHX/8syQKAYc6+kh+gyPssENSKWQFVonq2Ob7ODbgMu2eDsdO2XPUgwy6BBQeaSum41ewceWO6Cr0us6WIMoFkD3rX83phceFBxZHuFxvH0mrnq3MCNv88SNBVlNE+dnef149S6vdsIUkNh4+jwZJZjuzsGb1UUB7zHPF+kSx394iWl86+knP6nZVjB00i8kIRecy97rtZTXdVdrh5a3O0gt7pfXFwYHklMle0klApE6cA4Zwxf0yYnQ4bY5KkTraVpZWmfIa+00GrsUvN7jPywqaTKiRj6GzNAle7OWq5rhaUVs4rCst2+4UokppjHdClflXXjpaGRA/eb4w5w4F9vryw5NzeHuzuGRBodw+5ftMaT/ZG6N7YvI8kbSYYnVeis6xODp5lKeV4P3dJjqXk1+ctbAAAIABJREFUIvKV2HCE/9dtegHWY34q5NiK3oZheqVsw04DhFc1hcQPHygKa1yZThvItkZnV6tGj58hnmXVa4kis6YHmQEtYTolmSil0598kMLFdaIL60QrSxYf+4aRCtGn1bAEy+gX9chiqPjYZWojlPwwx2Jjyeruk6l9vtG4Xiy8lG7R6Pfq+Wlhr7j/vM7C63Q6fyTzGRPR4/3cLTmuu/412PDBdwCo6vtF5N7DDzmlMrfXOXCp4WAXU8SsnKNX8rDWudNOgpZREcW7xR43JN0uOptVENBKSSmq43Q6JZ5YWS8fwOajXbr3XiQdlaQ7OcnODJlmsDtBPEsM7C/R+Xlo/n5nGeJZaCNrDY0mubP65b4Envr7KzAXfpZR9asHz9Vw+o640U1N1ekZt+T1v/bUynGVfKqqM/GNDiIJp/6jHU+ikDoppGaeI9JJbTro7qjhwrchtA0Shag0vnLvXpeGJjOMe+3aVmWwQHQypbM5ZXgpZeeFMLmolF3obCb0rifE0x7pntK/ktG9vky0Z1aYWWZwXNfLDTg0nqsSFM4VB/t7NkNGU6fMUe1ieysNRgyZuUUgy5DhoEFv3e7mYzxGBgPeMvqRW/6fLJbImUm8vV1EvgXoi8hfA/4njArq1Eg9OOD4UsXF3kUPS2XtaSZRZBl177KqWmcYOF5Db9UPhspalt3aW70FF51ft/e15vjyFisf6iKakveFoiuUKUzX7bulkbB3X4fObod0T+luFXSvTkmuD+Hq9arcJUlSu84+q+/deE0oV/rIjTb5RKDAHtpaFBZu+ORjUSfzJBKiwaD2Ts7gIIW5csrN3XGV/JuBrwD+EPgqbFTLD9yum7qT4l1Mytxl1BOqTrNqn9I6qkRga9usmfdqoqgxAskz0ESrQ3PJd3bNakPFP15Ops2uuDiuMOyelkoiI3nQa9cZvBc6W+vkw4SiF5F3I2bLRv5Y9CAfQrYMUgjJOKF3T0z/eo/hEx3k2qbRPvsJKZ7WyjeQiCClUvZSkjg2BfXeTEhpVbjPLGJIuczGUVUK7Z6l5rnrqR+dfVfdywGwi9Mix1XyPvBvVPX7AUQkdttGhx51h8Un4G7Fojd6upPEklnBl7MqQy0v2d9Z3hxF7HDaHrIqnRS59yLF+hLEgmQbxB++io7GyPIS5eZWfWxASeX/Fg2aPkqF2Qy9cpVkPCbp9+1aSUw56JCv9piupUzWI7JlIRuawu/1hPFGTN5bZeUDMdGla3V4USqSxvDAvUTXb1Lu7rmpqhqU+FqJwwKzyp0UctdDnxfIyhIyGjXyGo1k5EeCJT9DdfJfAR4Ddt3ffQy7/pdux03dLZFOxzLHkVQ0TYJZYB12kZuOv8iBRiq4axRBbKUxuWeD/OIyyfVdm8CyvETxwvuIJjk8e82SXnO4yoFGd1oVzzsFK/MctndcR5sNIex0u3QGfZaGPbK1HtONDuON2DjaB7DzsJuwOpkhOyMkL2whW1kiX+2T5AUyMi9DE4H1VXjmSgMUVIURWV6DeQrHDdft7vsI1cJ0hjnd2nJSmXMR+TfAFwBXVPUT5rz/CmwK8BNu00+r6j8/6rzHVfKeqnoFR1V3RWRwzGPvuNxqfF6TJKhZypVlA5nsjcy6DfpGmjidmZJ5IIlTEOl2LKbv9yguDEmubKE3No1iaTJF71mm7CREwVw1ICBKrC2Bd/fbwwF9XGz94xEyFatTb20jaUrnap/OpQGDtSGzC112Humw9yBsPxwRZWt0bwzQSCi7MbPlmNlKRP96l/5yj2hngsYR04dW6I4nzbFIvnU2z5DcMcpoaZ/txmaNePP3FUmwkKVnj4J5npzcevaDwPcAP3zIPr+hql9wKyc9rpLvicineHZWEfmL2ODDhZcKqQWWVNvZtTFJg765uJ2UfGOJ5KqNISZ2JIkB/lvzHClKWwwKNfDI1GaTaZYRzQpkmtX95sTzbsWV0ZJ6htk8fjrHsOpd+qoZpChgd494Z5f+5hLxbI3ZSo9sBW58bEJnJ0EjSMZKd0tZ+rDF0rsvWiLKh5SJkO4W6PKAKLnfsu+TKeXOLn5kVDmZ2qhl52WUo5ELVWxiiofu6nhiVj6KoLWuncvBoqq/LiIvOunzHlfJvwH49yJyyf39APDfn/TN3BXR0sVUcQV2kcEATSK4b4Oy49lJxTqyPGrMJ+kcd7uCkSlkdeYccTXorRHZA6ukgwHFrMWF2S7Z5fX8Mlt84paix9a5lhtRZAVx9R1pqkhZ0ilLVjbuZ/OjIvIBFF3oX4XVD0zoPH0TdvcgjuktDdFObIvTzS0DwTgCCaKIaGUZHY0pi0n1vCSOzR0vc8tBBHTU0ukgs6zZv37G5Rbc9Ysi8rvB329Q1Tfc4uU+Q0TeDVwCvlFV/+ioA46l5Kr6OyLyscDHYGXTP3FdaWdC/OyuaoTv1jaSZTAcIGtDlJjsgVWkWCHamxGNpkbYkBdIltXx53SGbO3W01c8gGR7B31oDVaXYdN16XrsuQZZ9oMktOQhwsxNMfHHa+5bXksiEYYf2mO6usTeg5aFB4gnuZtj7oY4XLfp02VQp2/MFx+PK+50u+0AvqVl3WCTJDZe2beXluXZZ4QBc9WPD1m9pqovfx5XexfwQhcuvwpDnX70UQfdSoPKp1LPQvtkEUFVD4sdFkdCHHjkGk/2Rkbi2EmJtseQxBSrffK1HuU9lo5Id2bE13YMPZbn0O83ldXH1EtDsuWETqfGeLcTbOG9HCiOlKG+57JubaVWQCksZo5v7tK/PmC8EVuprQ/FIDUss3f75/HP+1SAqC0c/tpe0Ysalecpo6TXhSS2MCZ2xBHp2e9/Au5YnVxVt4PXvyAi3yciF1X12mHHHXfg4Y8AHwX8PjW/iXJ4guCuya2CYiI/0qgBYjGOc25uGfhjaUic5cSb2/ZldplmvbBiX+a8IHtglXhvRpQkyM4udDro+jKjR1boPTtGn36mMfETgsYWf/02qWP4d9DX3exhr/evknUzkPGE7o0ZybhPMYCyA/kwIU0Tq2O3cfxz4v+GhHx5bkhFJVleWe6o36fc3QPg8x78Wn7p0vcc+vwXXe4ULl1E7gcuq6qKyKdhvSfXjzruuEvty4GXnSrCxpOS8EtddYqpDS7AoKVVbLnjXHEHC5U0RZMIubYJZUmaxAYpnWWwvsr4hWuM77FGjt7ThZFBesvd7iI7yF33HWS3UpLyeQZVo25WqklKkmtNANFaIPZ5EeHiE4QUVbJS68ml4u8Vao76otzPP3cW5eRKaD8OvAKL3Z/GWJJTAFV9PfA48NUikmOJ79ccRyePq+TvAe5nQZhhbqWEFvlBAQEzKxH1GCQ/Gigv0OmsahWlxDjQssIGKmhpbvtoTLk3Qnb36HUSNF1hshaTr/dI+z2L5YGKZCGymnfVXDJPmQ9S8Eopa9y4iVus4ph8mFC6ToNoCskobyieZ7ORSIj6fVuI8mD6S3g+4tq9DwAgkqR1N1xp6LhqHFOpfN59X312J6jAiSm5qv6tI97/HqzEdktyXCW/CPyxiPw2izBc4ZgiSdq0Xi2SRp04ooQ0hemsjrF9UqnXtTHHFTKsNMvvYmJ54mkGN1dJPuo+JhspnY11ZGcHP/2zis8deGTfuKS23IJV11Kt/DeIKbogBaQjiHenFop0OqgbXCiduGKepVPAnmVXqySfY5rRokCKwuiiASQi6qZES8P5jT1tEskzKHe7jfQ4clwl/7bbeRN3RQICiXmie6MGK4zOK31lGXjiBGf5G+QPsxl6/QadYZ/R/RfJ71sleqZrC0AL7AI+GVc076sdJ88ZftD+XGCeSLk8YLIWUXQhKqC7VRLd3EPTFFldtr7xybRmg3HoPVmJ980mB5AirocY+nt02XSdTOtxzdCaFFOebWt+FgYeHjZcYVHFM4s2rKIPb0qtlFriGJ1MXUbZEx66BWI0rsplqqUBYtohUlHAzh7xbIOiGxPPY6aZM/usDh+OyLZXL1v8csM+4weHTNaFbEUZPi30r2Xo9jbl7i7y/7f37kG25Vld52ftx3mfk8+b91F162k1Da2DjIBAjzPtSHeXQAhjiDZIgwYOSjQjLRhG48yEwUQwg87IoCD08FKeYgcyY6tY1Q8BHR2gsUHa7haoruqqW3Vv5X3k47wfe+81f/x+v31+e+fJe/NWZd6beet8IzIyz2uf3z551l7rt9Z3fddsZqa3Nup2G6IQuT2493eSzg04tMMT1Hw+QbttNePFGLXf2OK2NVYb7tRrJL0OnHZPflRlmC8RkY+JSF9EpiKSikj3zq80zSwi8lsi8i/s7XUR+bCI/L79veY997tE5DkR+V0ReedrO6UjZtdLCqVAkWbqerx9RRfXwSUC1eq8BdNKLeUTTfwRQ1YHXQMxpS03k8zjqc+XJItDdj8pd4gKbeE4YYisrdJ7OGbWgeotoX5TqbzaQwcjW/rK8r7xnKobR3NJZpifsyMJSYDUqgSrKwSt1vyzUzW99g4uSrGTZ0jSQrfaAwc94s99wlE13n4Q+Drg9zHNKX+JoycAvh34tHf7fcBHVfUpTOPL+wBE5POAdwFvwQx1+CHb7Xbs8PfDQNHQ/fldjs+eZsWZ4nFkSmizZC4R5XTa/HKW+3s6o9JN5mKJvv6beWJOjimXw3wxBvuiwu281m0fkzBEmnWSrQ4TO4c27kPz6hS5vmM46DbZl3vgeq1YnnNqr1b2KlzpmEES1Yp5TMTw9TNFxxOywZCsPzC/97tkTv/OViKc4OM7N/771/DfOuVQTr3805GFHFX1OSBU1VRV/yEm1X9biMjDwFdS7D3/auAn7d8/CXyNd//Pq+pEVV8AnsNITt0V7ujFS5puBXiKLgeSW763jGO061RTdf7jZa0Lmm/TKcE0I4uDAywwnxRT8PK+0sqCtbjnzLPd9sIRR8j6GqMLNdI6BAnUdpXqtS7Zfte7IIgRbSwnxXyxDBHD46/ZXnpvWKPz7jqZQJKQjcZkTm89nGf3H+QwPccp9+RHTbwNRaQC/LaI/B1MKa15hNd9P/A3AF/Z9byqXgNQ1WueVtxDwK95z3vZ3leAiHwL8C2L3uyoZbOFIbHlpxe8a1a6GGSK1CpmjzmdHfgCG9HHg5NUpFIhaYRGr831deucrZYbdHm08vzAVotdi/eV3ycQglaT5Fyb4VYIYr34q1PY2Su8jzjDXQRn6GV1nPyzMhFDNpkU1pDLWLuchStBJklR/fYBg5xy0YijevJ32+d+GzAALgN/+nYvEBHXF/sfjvgei75xB65/qvojqvqFZQ7wXRu4Zgu8tdpwdAHry404qlZMVro8f8y9ftFJaIZkMF2NTNhbPrY9vi8T5UL1hX3Zi0YySUDQapFd2mLwUJ1Jx9TFG9sZ1Zf3yXr9/FgSR3M99QIhxzsPq8FeGJ7oG30lNlJP3holig8KRfiRyxtBROIU4qhG/jWqOlbVrqp+t6p+B6a5/XZ4K/CnROSzwM8D/62I/AywLSIXAezv6/b5L2MuHg4PYzpt7oi7orGWDdjfR9uEVP48b36Zuc+wuEwbqebJuRy+QoqP6YwgyRivBehKSa7e94JRjFSrec7A/eRbiLzNND1g4GGriVzcYvhoi8GlgLRupp82rk2MF5+VmGeuSyyb7711MITxxHSiDUfzaMU3fmfotisvXFshqNfmIXpZMsrpyAViEnsPIk55uH5UI/+mBff9hdu9QFW/S1UfVtXHMAm1f62q3wB80DveN2GULrD3v0tEqnaC6lPAb9zuPdqs3TVP3XHFD2S3vbpw8USy/DEJArLRaJ5gK3Hd86GAnoFixy2lcUBaFbQSedzvEIligkqFoF5HmvVccMFJRPsZdz/B5n6Cao3o0gXSP/QkO39kk92nIiZrZi++8vyMymdv5EMJ3bF0lhiJq8S0zWq3R3rjFll/QLpnxC50PDFlxMnUVA2cXDMUQvj8olSJ88YUoxIr82SkLT3K7cqBZxVnIPF220uriHwd8PXA4yLyQe+hDkcgxh+C7wU+ICLfDLwEfC2Aqn5SRD4AfAqjJ/Ie1QODjF4XJJqXeQq8bWest1FaLSSeyvD7qd3IIzdXLEmQSoWsGpDFkKxUiSoVI6dkPZuTVdLBKF+X3+7ptNjdmvK3rVUJLp5nenmd3iNVhueFpAkoVHeg/kof3e8d3PNbZRfGEzRJjNF72xJNnKprRtofmItD1c5SX9Qnbkk0LquuTirKDW+wOniqp3zz+lpxynOLd4qf/j0mybYJ/F3v/h7wO0d9E1X9FeBX7N+3gD9xyPO+B/ieox73ruDNOStnrOdChKV6s9chVhi8sGhQoJsjVomNQsx0Rra1TrDbNVzuVMki6D5RY733OOGtbnG872hsNM9nM0OqcaKI1uP7e12xDLXg4nlGf2CT3uUK403TShokZvpp58UZcu2GnX5queRRZPTY05R0MJxvFVzE4cQnSkw3zdSw9CYTgpUOUqsVT79WNTV39eexq1FtnVn56jto2p9pnGUjV9UXgRftDLSRqmYi8ibgzRh55jODQl088iSW3OOeB9Xy3jq0Sagkme/Zy17Jefp2i2y1SbC9SzAYm5A4SahfG9K/2GF4XtAvWKG61yZIQQXifko0mBEMZ+Y1g6EJmUujmFx7Z1CvIec2mDy+QffRCuNzkFYgnELtFnRemFJ/wSqxlhh9/rk5jfhcNLJ84StTamG+hy9r0mdZIVLKH3fU4GoF4oinH/9Onnnh7/KgQDj92fWjZkL+DfDHLDvto8BvYuSf/vxJLexYIV5Jx3pdJ3FUFG+wDRl+qBwGOSf7ADHF/Z1ixh+lKdzaJdjvGbprt5cnuGQ4JZwqaU3oPywML4RkofmCxIOQcGKGI1S6baq7M6K9McHNPbLdvVwSSgJBGg14aIvhY6v0Ho4Yb8C0bcLzxnWl89kJlRdvobt783lodu1iz62gD6ceNyBvJT2cFy9xNKesOkN2DTtBUiQDTWcmuqkaFdxCpv5BwX3ebx8FRzVyUdWh3Uf/gKr+HRH5rZNc2HHCTEgxtWGRwAgvYqIsEZ1ruHkCihJH88aMOJqPDlq0Z7eGjgRoOkED28xiRxIFKx1GlzuM1wQNYLqaIZkgKWikjC5nVF+NCBIhmIRUeiHV/QrNazUqL4TorV0TordbZFurDB5t0bscMlkBjaCyD81XldXfGxC+dN1ou+fDE+x2wx/msGDyaiGp55+nv1e3x8w5/L5H9/sAHFPQa9M1JbkAfdCMHM52uO5BRORLMZ77m+/ytfcduWfOFDp1JDHlIgGjk+iYa84g4si0XY7GIGIyzeVZ5Ivg67a5967XSR49z/4TFWYrRlCxeisgmGKMPBQ0DNDQhNxZDGkdpu2AWaNGJz5PdbuFxiHjzTrD8xGjDWHWARSivvHgK88NCZ+/Ome1HdhOFNVoDq3B+88vRSwShvMMeTk3kXr7eYkMF9595iEm0x6FEMDTj76XZ178/sPf+6zhATHy9wLfBfzfNgv+BPDLJ7esY4TYhJg/HSSx2d9KbDzMcGT2q25zVYnniieVuODFy4ZR3se7+8AmyLY26T3RYLxpDDwaQOtlpX4rJZwoWSykFWGyEjDaFNIGaAhJC0YxpLUK8aUYDWHaEWYtMzgh7kJtF5rXEhpX+gSv3CDd3V9MsCkbrAQgRW05ow9XUoIpe3UssYew6MVdD34czbkCYWgIN5NpqQmIeSPPA4IHIly3raa/6t1+HvirJ7Wo44Q/RjcXabBeWSo1qFbNnjHNzDAFVaMdPp3ZkUQRmg4P57J74XBhDHK1ipzboP+5G/QvCbO2Eg2E+g1Y/2Sf8GbPkE0AqhWy1SaDy00GF0Imq8abp1UYnYPxulGr0QCyCGo3jPduXTHyynr9JqnNbudbCE9dNTfmsjfP5kZcJPCEC728pilZt0+40jHfHEthdTVxiSJ0MkHiap4DML9t0rIWmyEVYcjTW3+FZ66//zX/X08VzrKRi8j3q+p7ReSfs+BUzoQyjBq+uLRb89niMOdVDwbm/lbDZNxdK2kgplQ0m5kLwKJGkVLmWQIx0sRrq6QPb9K/3KB3OWDagXAsRANov5IQvrqL9gd5pl5GZrpKe39IfbtN/5E6e08FTDbUhvVm/x4NoLkLrasJjRd7pkS23z1QXssbVg7z5P5e/JC+9jzbXtZ3S1OyXg9pNfPJpuaBOSVYxxOkWZ+vJzRcf+nb5z1Imux69rPrbrj0/3HSCzkpaKbGu1Qq6IoZfyRhYNRFXSJplkAyMAbeaefjj4C8D3rRaGGpVEzI7zx4vYaudxg8vkrvcsRkBSOF3Mmo7AZUulC9MYHBaN7LHQS4KaMymRINhqz0V6n0O4zWQyZrAplRdqntZrRfGBJe20F39khH3hAbV0HwJ7QUpK1Khu59Pu585k91um9zHbp8JLNmZNMpQR9kpTOXeHLtqdgcx2hsZrmHASS2fj6dFTLzD4xazFn25K65RFV/VUTO2b9v3IuFHSfU0VL3uoYMsrkOcYjsdM3Ms2oVBgPD1JrZsk/DjnqzZSgXjge1qhkB1G6Rnl8hacWEo5QsEpJmxHQlJKkK0VDJIiGrYorhGQSJEkxmhvaZOs+YWcUVW4abTmE0prHfp95ukLVqaBhApkQ3e+iNW2SjUa6ztrCjbhF9dJGKTLmv3f0tAejMRgJZXp/3+YfZLEFGY9OuCra/PEPdhcfSW824JLFhfGz78GcPjifnjO/JRUQwsrDfhqn7B1YO9geOMk3xtMCxvXQ4Mka7fQNpNck2ViAKCPaHubABg5H5vboC+13jZa0XDNdWyC6fZ7pWY9YMCWZK3Jsxa8dksRD3Eyq7U8L+GFQZPLnKTj0yJGCHDOPxCkMYbDnPzg8nTdGbO3BzhyB2WeqMLDXEmsK+24Xl4QLvDcWS2aIEHF6ZLQxNC2peKvM8uBtm6F0g0sGQqFo13to3WqdEW/r262yGZMXuvwdib36WjRyTVX8r8EVWyAGbWf9hEflrqvp/nvQCjwWaof3BXIIoTdHRmGAwQrc20FoMD19ARkZ4UepNGI3zAQFBq0n22EWGW3Uqe1MqV3tUewNzzMmE0N+XZlbqKQxphiHDc2skTTEZ87qQNWITTPsG5+rsjjCWel439erztrEG/PA6LDx+t59LgQDkWmmjiACsmqs3pSWf2jL/Vic7uwT1mpFzLreSWo681Gvm2GFow3tj6C5Tf6YN/T53mB0FdzLybwTe7o9hUdXnReQbMPPJT6eRlzyWZooOh3OOtqt3a4Z0++hohDQaZFur0LqIZhBcNR2wUquiD20xutSgemNC9MI1dDA0XrXAEvPoojNj7MFej+r+CqNRQGJLX+OtGq1q1eibF8gqRkFGosiE8D7KxBT7frmhu3Dbb0Rx5JTbTUQpI1N0OELWV3N5K2AuFZUk1uCLU2B0MiGz247yhBizj1ckdMdI88/erO+UW8gdIJz+U7jTpT9eNGfJ7svjBc8/dSh2czE3iECQeh0dDA3ZpdcnuLINGaTtCmysETx0keypy4wut6ldGxE9f5Vsr2uaLnxhhwViCJqmaH9AbXdGOIZZJyNpwHAzhNWOZdkt4IX7azzsfFwjSFn0wV3ECgvJDlyIDi527p3dlNYDk0884kvu/X3t+GQ2f43/fmKabjRNTcebZsbAba+5a019Z+cvHnrOpx1nutUUmL7Gx+4PvFZKBzfSJ29AsV7I1c5JTJeUTqfGk372FeJzG0weXWPWNJJNtWsDgivbeV+2O67/t0tQ+eQYHY2p3BgSD6rE3YDpmlLpCulmm2B3D5317bLnajVuBLHiXzjCQtSQZ9GzBZ1dbk2zuac/0HBT/rz812aBqRhEhsorXpSQC1fYc8xLcO44buSxO5bjujtxirIENswvHmdZC+6UL/1ORv75h0gvC1BbcP/9xRH6lfOOq+nUJNZKCquEAdlKA5ll1K9OCa/vorv7cz0z7738L/vC95olBN0h9Z0VJmsBGgizJkzWqjTqdcR2iRWMMM1M6SnLil/8QHJ+/KHn6TynS5odUW5pTpgxibfk4jqRKuKGImYHO/aAgw07aWp658eTXPDCyWSJrxsH+d86ndptlPCOxrv50PCnOXM4y0auqqd/wPQC6mXhYS+kdEmj/Iu7IDzWyxdJmjGVz95A93tkHpPMHMOJN3jlpZLQQ+7N0xR6fRrXxow2GqRVmK4p09WQRrsJO7uQzmd/50iSeaa9fK6+JFWmec95Hrr7e3WKXrV8kZof1iuhRRFZ1co0u+z7XYg9SBQhwdR69oopm2Ez62GIZmarkQ+OtJ8XYXDQy58FnIG0wtnX4/HYXWU4b7KI7VV4rdVqk2qV6VaDcJyg3X4uhFAwcCfdVKKOHoasPyC63qW2kxFOTcl8cD4gWW+arLO3jsK+OG/j1OKX352nz5XPZ7R59W/XUBJIgehy8ENa8LllWsjwL3rOQtpr5thsQVHbXuaZdQnMVkmqVbtlshczK2bx9vjreEf16w9f72mEHvHnDhCRnxCR6yLynw55XETk79sBJL8jIv/lUZZ39o3codxUcaSXeEYRBsi5DSo3hwTDqd2rz8kieY3YkmPyUL2so+4pq+Rf4G6P+s0p0QjivjDegNH5KrK+dnDoorvowO2N0+POi1ORKSfZFl38yl65nCQrPV7eihQuePbz9vvRs35/fu6WIqzTKa4nIJdmthdMqddME5DP+6/Xz9QgBsmO9nME/CPMYJHD8Ccx2odPYWTJj0QXfHCM/A5hu0sMLTQcCQjW15he7BBcvYlMkrk0c8lIDk1iMfeoByahDEfEt4bEPSWYwfR8wuB8SNauzeWf/OPrfO53IbFWzqaXzte9r58gO1DSOuQ1fsSjrr/eW8/8oyqKTOQ9996FzclTmQPoPGS3hCN1Cjv5sIbMyFk5NmEYIBKcGUM/ruy6qv4bYOc2T/lq4KfU4NeAVad8fDucaSNFPvhlAAAgAElEQVTvsTu/Ucqq517UxyI6p1V/oV4jvjHIWXFSiT2BRk94wTt+mdByWNiu0ykyGFPdz5AEgkFIUoe0ZcQR/WOYXzo3Aidn7IfvcGASi7++coRRlnD2LwZ54rAQTeihZbzF2niSRwJi55RrmhI0G8WLWJKgA0N7lUpsbo8nxqjtfh3Vef9+mvHO1W/mVOOoobr5qDZF5De9n4VDQm6Dh4Ar3u2FA0jKONNGDvAR/YXFD9gvdWZJJ753y0Nc6ymDVtO0mV7dNrXcvX0zezxv+Jhj0fyyXD65XKf2LzyDIbWdGdEIooHpCx9vVpBO5+BrHKzSq7nf25s7GmnZON15LVrrYfD3z07nPQ7Q2KrplN4jl4suSWUV9t9RhFTNiGZmiZVrDu2PqZs7Zdeg07IXA0updbPQrSS0jie8o/mNh6//NODoRn7TDQaxPz9yl++06Mp7xxjhzBs53MbQHbxEmQslpVKZd5LFMdrtGa+SmS8YaYZsbiD1euE4C/f94iWbfCPwnqvjCdHumEpXkcyqv7QCtFk9dO/twtsCsy0wGnUSxzkhxowVnl+Q8gks7qLg1uDPTsNLTFoPLNUqVCpkUUDWqBjji+Y68eXzLhONxM4+y0ZjI0SZZeh0Nh/sIO7CYKW4qlU7OdZ69OnMiFeCeTxvm1Xe2f4Lt/8f3yc4xts9IsO8pgEkD4SRQ8nQD/OMgeQGTsVOK2k1YTbDzTFDMzPAb2cX3dtHKjFBp1U09nCecDrwHp4xFML7NCUYTohHxsg1VJKGkDWrxbG/7nguAZdm82SVzVKLmzLqQnh/3HA5s50fspgwyy9EUUSw0ka2NuHyBaZ/4AKDCxG9x5vM3nyZ4PIlgtWO2S8fGBpRNHxNU8t3d/34tgNtOs2HI0oYIo06ImZQRdbrGY+vWX4xMKId03xGvLsQnFaPLpke6ecY8EHgG22W/UuAfTdX8HY4MzptR4Ez9C+nOFXFfZmlUjFGXa+hlRBShW7ffMn88UhgvlijMToiV2zN2VtBAGEGk0OaQgJZMKghQ6ZTopGiAhoYnfTpapV6o46UyTbudbOZ8aiqeUJKB8M5s8xFHuVMut9MomXlF8zklovnmTy5yeBChfG6MDpvH0shi4TtP1qjsl+n+fIWnZem1F7ag5u7xvic5p07xygyCbYwMJ+n1cYzWwxTWnMlQx2O5rPd3evsBYJMTSOR+5/FsblYZBlZf8A7at/Ah8Y/c+cvw73CEctjR4GI/GPMtOBNEXkZ0wEaA6jq+4FfAr4CM/F3CByJC/xAGbnDR/QXCuOTsllC4CiXs9l8FG+SGC/utVYWyCYOqrkXylVNnFiCI6W457u69oFSlcJ4QjjOEA0Jpka5VUNZmEQzr8lABSoVI0jR7aOpKUflAxfLVNGysbvbXruohBCc32T0pnPsP1lhdA6mK0rcF5wGZZBA0DNr3H+TMl6vsNrZpPlinfDKttGGz0zOQFY6dh89Lhm25FGKJgn0p4W1mPUERSVc+9lLpTJ/7WTqzVTj1DHjjosMo6pfd4fHFXjP3R73gQnXyyjv013Xl04MnVVu7UO3Z+dsH0xMLSRzWIll43VmB9/UJcNgsYfPMoIkMz3lQBaCRpITSPLDBPMwPGg10U7LGLrd87osdJ6MK2XnzZYkLq7DSzYGKx2ShzfZf6JC93E1wpB9QTIIZhBMzW+xwUI4FkYXlOt/JGDvc1tkD2+ZkLteQ86fMzmN4cjkMWwCLVhpE7RbqJ1dXhi46LYfaunFfjTQNMclDMx+fmyHSwZudpzJEbyj9g0HP9/7hWMiw5wUHkhPfgDOIyYJ6vjScWyUTKazg17XTUwRMcoxkHtuf5+YI89iqzH00HLQraJKDrcvtokYDU1YTBjMuekAEhCsdowU1WAI2zeK870d/7scMVgvqWlqxgpPZ8X3t9sOPb9B77E6o3MgmRCOQTJoXINqNyNIIK0K06YwXYGkaS4CAP2HhGjUojNNkO4A3d2bS1nVqvO5bqOxMVK/ju4uOGmx3Cn1uuljD0OTeHMXBFWTdY8i8xmlmRXhNOSl0+LRTzut9YE2cj9sd5nlPAHixBnd/YHTNZOcvJGLDi6C15RRDu8lCMyF2y972YtFMEmR1HrJwBp5ZPb6vhCkrraQ3tBk/dPUDFB0WfRyU025+85lsWvV/KLkhjPoaofBEyv0LwrTVROiBwnUt2Hzt3qEu4axppUYbVQYPtxk//GQ6YrNIzRhcCGgfr1OpWvEKCUITKY8Cs1+2104SyU9n6VX2G/Xqmbmu1Pusdshw5ALvYvxnCMgdm7cqTD0pZHfXxT255qhqfEq2bRIlMm701KMoqujilpPkg9gWGRcMJ/5lR+wWNd2oX8wTnOKY1qBaUvM7LTZuvFg1SrEEXJ9xyjT5E005j1cEsof9nAgEklNkipoNec927aFdfTYCt1HI6ZrxjsHM2Pg6/95RPD8y0awwmXxA6E5XCeN19mPA5Km8fizDoy2qlS2q0izYQ17ig6TxfkB37gxSju0W+b+0Rjd686N2w2NdBfayXT+2XufrUSRbX/NeEfzG/nQ4KeO8G04ASinXq31gd2T+yjszx0V03k+7ydvEElmc+WWNDV7Slfv9Rti/L1wTqvVItMumE88pVZF1Mgso5A0lNGmsPuWNsM/dIns0qbZi16/aXrXS0y1/IseH35tzuvgmpGNRkizMc8n1GuM1yOmKyaSkMxMQF37/THxZ16dzyUfjc0c9ukM2dmjdWVIbdck4yQzVYHhlmmycUlJnUyK+26/vCZBToSRZt0Y+GRixiqPxib8dtUPmxTV4WiehffhsQClakcpw30rr93jOvlrwhvCyMEz9Ns1sZQ6wXJSiT840POe/rDE27HKnOQy0ynB3oB4aP7p4VTIKiYBF/VmBNdukV3bnmebCyUx8+XW0dhIGx+idloIj+3+VVZXCFpNZhc6jNeFtAoohENoXU2pvLSDdnvFPX5qkmI6mxFu79N6ZUY0MK+TFKYdGF2oWZllm2vIxxbPM/8Sm2Ra0GoSXNgyUVG3a84DjOduNY3qaxjkFxnK3nvR+a52TALQGXrj3fcnIeeSoHf6uU94wxg5LCDMLCKOaFbwhs7AfYMve5c8qeS3hZZr3moIHUymBDNTK3fetNJXKts9Y2iFsNQrKQVmUKMfejtSTn4+/tvZ98/6AxPWbq3Te6TGrE3eFVXdh8bVEbqzN49c/PfO1BjxcEhte0h1X/M1z9owWg+L3PRA5knLMCBoNZGNNXj4ghHC6PXN3jqbl9ekahR6tNszo5Ztx9oBo/DlpxxfYTbL8xk+7rWhLz35KcNHsg8UQ/RFGm0LvLLP19Y0Nbrjzrhd9tfV2X0xCpmH61KJ0dUWWSwmu+5IMTVBo+Cgt7LNMxKG5gLhCCSZmsmsgWfgpQaUAqYzZptNRueMF1eBcASN66mZ5jKZFCKVAtfflh2DvQHN7ZRwbNYcJDBrAe1WzjmXapXg3AbBw5cINtdNWJ6kSH+Ub2PEtZfGsdkCDUdke/smx+CGM7hRyKVZa3mJ0hJmtD8w+QvH73ef+SHNNSeCo5bPlkZ+b3FHrnsZ5VqzpwZz6HNDkx0O6nVkdQXZ2kQvbJK2alS6mRl/pGaK6awlpJ262Wt7hu742zqdzrcPrn3UJp0Ig0MvSnn5aXON4fkKkzXzWDAzwxIbV4fozl5Bv+3AxcIKLbLfo/bqkHgw90rjTcg6dXOe62vokw8zeWKLdKVhqhf7PZPEHI3N9Jp2y2TS03SerFsgUZWPmo7ndN48Ysh03p9uufb5Y66qEIb3tHvtGPvJTwRvSCOHuzB0CYrh/CIlFad44oggtrNKzm2gD21BtQL9AXJjl+jFbVpXxsQD92JIajBdNZRbsXO8JY6Myqmju5YMOW9H9dZU6GN3W5FOm/HlVYbn5+uO+9C6lhC+cmvh8fPGFQdr6MFgQjwwIbsGkNaVpFODKCS9sM74QoPKzQHhle35JBUw3XSWdKT9gQnL3Z57QWieK8YCUq3Mp6UmVkU2jgw9OQjQWzum9FY6jk6n9ywZd9qN/IEvod0OOddd/szCxw3DKp6HiIlhufkdbSZj3IBmw+xfo8iQboZDuH4TrkPmxAwDE9pHt4ZUd+tMVoTZiiKp0L8UU721Rug8X5mkU44eXDlQbQOLitGt8zL9stJh8qaL3PyDFYYPmamqcQ9Wn09pfPo62c2dPDIoyFl5Ao3qxCOTBOkNaGyvMNyq2DHMwvBChcorLdJGZPIMuz2ynlWHcQSiLIP+gIKQo1/+K3e3xfNJtDrzWG+utFevm/C/1zdhfgmaZQTtFrSa8JmjfRdeM5T7mlQ7Ct6wntzHoV79sDKZa82sWDJHEMB+D93vkl2/QXZrx5SjXDLLehlHR5XhiMb2jEoXwqGZrjJdgfFWHRqNAgFnUTbfhy8w4brDXBdY+tAG+09UGV2AaCiEU6jtKPVXR+it3eJFi2Le4QCsDls4yQhnxjNpAOP1gOHnbNK/XGPWDEgf2jANNUlSTOaJ5FrrhSy++0xt0i5P1jlizcDQZV1HniYJut81NN+NdbMdyTvwzGcQNBtGiHIwvCdh+zLxdkZwwNA9tlbxy+rdb5VOsp09mxmezb+Qi/brqobz3h9Su9anfkuNuGNopqsMz4VkG20rsuBlzv26fFkBx1UArISSM/Sg0WD4UIPxOoQTQM3o49ZVG6aPRvMwvbQlWdQPD0CSEg5mOQ1WAxhvwP6jEUGqtF8YkFVCWF3JZZz8c3efX/7bXVBszTs4twGtBownZL3+nNfun7PLSQyHaKeBdNrzdbtmmUrF9KbPZpCmvKPx7jv+/18Xlom3s4MDTS0lrbY8A233qHnTS+nHrxPnBp93p1nufHdA7VZCOIKkqWQxjNeF4cNN2FjLe7GLjTIlo/OjDM3yRJw06+jFTXqXQ2Yr5inREBo3lNrVnumV9xJeh3pv79hg9rlhb0Slrzk1N4sAgcbVCeGL20Q7A7RuuuZcngI4yISzVQiJI4LVFeTcBkiA7nXJ9rrzqa8l4QtC27JaryF7PdP0s7ZKsLFuxzuZJh5cDiDzLogngDc0GUZELovIL4vIp0XkkyLy7fb+dRH5sIj8vv295r3mu6zc7O+KyDtPam1Hgv0i3tYASnCtqrmHLDPW3KHTFPpDqjfG1HaU6k0hiyFpQfdyyOjRVTh/ztA/wwX/ohKbbB6mBwQrHXj4Av2nVhlcAjIIx9B8VWm/MES2b+XqK/mxWFB2O/BxaL7uSs+U0gKbgAOMjPVshlzfMbTbjTWv28zbf7vPw5XSOm3otMBudXQ0OhitOK6AuyBsbRpP3e2DCOnFDXStbWaiu61R6XM/MWUZPZpgxDGJRrwmnKQnT4DvVNXPBb4EeI+IfB7wPuCjqvoU8FF7G/vYu4C3YGRpf0ik0EN1T+B78wOe3NxZMDL/IlDeP/uqpr73Is3MNNSbXTovTWleM+SYLILJOuw/ETN6dAVWV0yWvlrNQ/FFP4YSGiMrHZLHL7Dzh1fZeXNIOLHlslvQeX5E9Pw1U5P2z2sByy8/lwWceMYTon6KJNbAA1MGzCpWH248gZe3kckU2Vw3Xtev/4tpZsm9d5qi2zfJ9k3br/+55WsMrG5cvWYuCP3hvL+/XiMYTUzrMFiiTTAfPAHmtVubr/EbcQS8UcN1Vb2mqh+3f/eAT2OUJb8a+En7tJ8Evsb+/dXAz6vqxI5Jfg744pNa3+1Q5rovorTmKJebDnld7gl9Es7ePtUXd1l5fkLjVUhaShaZfW7vkZjR42tkl7aQ9VU7jCA2xu6SfvV6ThmV8+eYvPkit97SYP9JIa2ZcLrSheZ2Snxtn8x2tJUHFha02twefxHUJL6i3pTQTcLLsJNhKibZFQTGcHf2DCe92ZxHJFFktiEPX4Q4Mhz9ve68pFb+7Fx/vNPia9RhZ28+oTa0Wf+9/lzMw1Y33PBFJ1BJr39iTLjTHq7fkxKaiDwGfAHw68B5p0ulqtdEZMs+7SHg17yXLZSbtTK2dytle9cw3Wt/Nr/te7iC9857nxfUsQE3SmnuMe3ARbGkjp1dKlHIajtCg4jRBUVUGJ6HtFahdi6msd2g9rxtMU1Nhp4wMKKLzRpJp8p4s8LekyGTdeO9ASr70Holo/FSD725Y/IIhxB4JKQ4vNDe7+/7NQuQNCUYTIhGLSQVtGKMfLQR0lhtI678Zw1dOi303JrxJmFoCD/dvqlEjCcHPrcD6wrEDGCsVowHVztmyXnpWjWPMIiMMetkQq7ek6aG2nu793k9UE79eKcTN3IRaQH/FHivqnblkMYKOJrcrJWx/RF77BP9dD+SfYB3xF9PNjtYiy2U1BZQSv0hBJLnzSR/vqbmhHU8Qbp96q9USCttkIDRlsnZjTdg1hQmqxXazfMEiRJMMkSVLBSSZshoPWS8bsJ8wHhYNYm29pWU9nNdePlVsn6/sLbyuRTq5W79Czy6pinBZEo8VIKZabDR0CQNRw+1aAzGyF43p6lqfwDNBrq1bi5O126ggwXdZZQuoM7Ao8g0tQyGJjIIrGJMlhHU62TNKqgSjMbofn8eom+so7d2TDfdYed9XDjdNn6yRi4iMcbAf1ZVf9HevS0iF60Xvwhct/e/JrnZk8aHJj/Hlwd/tmDU/sSRhZ5RMyAsGPXC56hRg9Fuj0CElggqLSQLmHZMWQ1gVIVpO0RSwxkHsx8enVfkkQHJzRqV3fnjlS40r2a0P70LL18jc9NJoUB6KQ9q9M+tcF5+/sF6yEo3JR4ETFcgTE3DSvexmHC6TvUFNRNbpzPDXLt2fU7PPYTkA5RUbEyILo26Ib14wpVmtrzNsE8TZLeXi2sEraYhwez3TIvwSRs49zcUPwpOzMjFuOwfBz6tqt/nPfRB4JuA77W//5l3/8+JyPcBlzDznn7jpNZ3N/hI9gHeHv25wn0HSmslr142nvJ989DdJLh0Z5dgOqUzXKfS7dC7XGG8AeMtJW1mxDshGoKGCgpBYppcwt9tEmJC9GhgDLz1yozGC7tkL70yD9HtGp04RtnQC5WE3PDCA+chlQqo0nh+lyBZZXjBNIe4mvnek1U60TlqV2vIrX10PJ7Xtq3eOmFgSk+OyBLHxstn2Tyh1mnn+/Y8NA9DpFWDdot0vU0wmZlqwdBQaIN2C1Y7sNcl3ds7+HlrxtujP8eHk3/yer4OB3A/M+dHwUl68rcC7wY+ISK/be/7mxjj/oCIfDPwEvC1AKr6SRH5APApTGb+Pap6tAHb9wAfTv4J76h+/eKs82H96R7K44XKoTuZku13kfGEem9AZW+d4aUGw/2QaSskrWHjewExITIIwdRw0Ws7Su1WQnVnTHh1x7Du/D14uRpg99jub/ecfLKM85jM/wVmGmkFvbULaUotSal+/kVGF5RwZMqAw/OQ1GMaG2vUb7SIdyeIVX3RKEDt9JcsDkhrIRpAFgtBCuE4JZikZHFIWguov2x73EUI6nX0oS2SVpWwPyHcG5j58qOx0dCv100/+tXt+YCGsve+nZbAa8V9zpwfBSdm5Kr6/7J4nw3wJw55zfcA33NSa3q9+NDk5wBTcy2w4Pzs+x2+RIs8vDuGpqCjMTKdEQyHtK93aG60ma7XmLZDNBAkU7JYmDWFLBKq+xnNV8bE2z2jPjsckU0mB7PVPqtNs7lHL8NlssEwxqzBSxwhqyvzrjRVuLXL+u+e43ozYrKREXfNuU/WTGfd4EKFaFjJmzNcTR2xZTfL9Esa5rFoGBH3THBjWHptGlPDmU8f3mSyXqP+4j5s3zBhPxip6s11uLVLtjvIs+pIUPj/mFlrh3z2rwOGDHO6rfwN3aDyWvFs7x8Vbr9z7S8ZFpsTh3RfJvdFs6HwUb9khnQyMLzt7etUw5Cq318NpjPLtlnq7j6Z3ev6kUaBtup63X14hlDol5/NcKOMAGPkrSbaHxSINDqZ0Pz4y1y+cY6dtzQZbxihRwSyCkwrhpPvI4sgbWZksYLA1mM7XL+yRtgNmXUgrc3PcbwRE3/OFpWeEg+UlU8bAydTc8EBQ4DZvmEy9dbAC+VKe54+3h5/HR+e/eM7/h+OjPvYYXYULI38GPDs7o8BmFG705nJAluIC4tLe947hfz5nj1lrgjrEIjZu0YTQygJQzQdL8zyL3wPnw5bRqYQmAuNTDEddm3DSKPU8SVhSLazSzSecG64xehym+G5kMmKkDQs5TUwv5OmopsTdBaCKOFOTNQXutvnqAoLY76sYqoG045Q2xHq5xpUZufQRsVk16/eLGrLifc5q80plOi7d2L2vRYsPfkbCM/e+tHC7XeufjOqave14WKSiWd4LqQ8UHNPwdXXAUTnUYL4UsUsMO5DZJEPjSw0MyOe3P1JCsNRvjc+oNaSpmS9Hjw3orHdor6+SrrWYHS+yqQTkEVGjSarCHqlBsaBmyEOtpsNjHJtWrMDJ2ITzrvwXiMMRVerNNZi6jemVD6zjQ6Gcx18F+mo6ReQamS56/OoytXXJZDj8+Zv5D35EvDs3o8DVkk0zQzhZFHiDhbu5cvZYbeHNj3e9rFZMXIwhyr2nUO4kORSHkvslwbBMMVUM/D7wz2BxcKU1DQlnc6Q3T3CapX2Z1u0G3W0GqGViKwam5HIoYBCOJgRTK3kkypZo0LSrJBWA2atkNE5U0ZMqybJGCQweBiSRoBGFeKbTRNdOImsIEAz23IbG4NPh0N7ZmFhu6LlyOh14f7y0o+CpZHfA3xo8FOFfbsmpdbRcpNInglf0Nzie99MjacNnKBEkL9mfnFw01fTwv35scL8hldi8zy2JZ4AB8L1AxNcNCObqZlJ7gzMRhKB49lX4ryv3O8QC8KQaqVimG31Gs2tDqPzNQYXQ0ZbxqsHMxO+SxoQ91dpTlNkb98ovNqLj6sApDt7h39u5ejm9eIYw3UReRr4e0AI/Jiqfm/p8bdhys4v2Lt+UVX/l9sdc2nk9wjP7v4YT5//1nxML5CXsMp7xUV7x8OMU5PElLXGE2BxxbF8PBeyumz7vA5NXkLLJ41m2VxmqhQJ+E0kizgB5vlpMZr1dPIK60sSk9QbhsigQtTr077Rprq7ys2wxnTFhPDBDEYXlCCJkGSdxnOKZPvoaGSIMJmaXnTPWxsBSUDixRWF1wPl2KSdbEPWPwDejiGHfUxEPqiqnyo99d+q6lcd9bhLI7+HeGb7hwG7V5/N8my8+eIvCLm92Wi5YfoqLrVqPoo5SDPDbHMDILzj4M1kkzgy4WUpE++9wJBUMtuo4tFd5xeKYunQ/KmFqOQAFiQbC8YeyHyY5HhipsWoUpnNWKtdYP/xmMm6MfRwJAwvQpDERKNVKuMJgau/D/rz0VBuzTZCIZnNS4nHyWU/Pk/+xcBzqvo8gIj8PKZxq2zkd4WlaMR9wLN7P86HBj9lFGCiyEo3B/OfBSIRBTFJMN623YJWA40jWO0YOeR6Le8v9yG2HxvI36/AZLMXEPccfwyTf2HJ4ZcK7e3Ce3otuYXWWP9YTh3GHcOv488SssEQ7fWpf+YWK89Pqd00E1cRkAQGF6H3aJX00jp6bi3f3y+60BQiocO67F4rjt5quikiv+n9lButHgKueLcXNmkBXyoi/1FE/pWIvOVOy1t68vsIqdsJJL72u5uMKgEHwu+yN/Q9SBBAHBsRhlEE40mRJy5BMTPutZQW9ONFcqKJeW6Jn38g85/OjXlRicp1rwWli4Bj1fkok4mSBB2D7HepvyAE6Sq7QdXs0SNTYhueE2q7dZq/N8o/OxcFFTgDKUUy0DHauRxdfeamqn7h7Q614L5ymPBx4FFV7YvIVwD/D4YCfiiWnvw+4pntHzae0+6Bg3aLYGvT7C19UUWv7JV79zQ1HV7dPtLtG4rnzR0jcjgrDV7AZsKns4MCi/Y5xpMHC9VPD6DsKcv99qX78wuKX59PU2+Wu2t8kbkSjntukpg8RrdH9ZUu7ZcT4j45Ky5pwXg1JKtVzEXOTn49ICuNR5I5TiiGDHOUnzvjjk1aqtpV1b79+5eAWERuq4ix9OT3Gc9cfz9Pb/5lU6qq10m3OkiqBC8L2V4XCeYc87Icsw6GyGhUSIQt3GO7THua5sdyj4H1cL7BBXheX8x+Pn/v2xNK8hbVBW24/m3NFBG1U2fs8TIb1wYCmUdLTU2tXsKQ+tUKo40OScOo3KrAaEOoXW5RD4VgOEV29sh6/bwufqCP3n0mR7ie3QmCHicZ5mPAUyLyOPAKRinp6wvvJ3IB2FZVFZEvxvy3bt3uoEsjPw2IQphlaLdLmKVopzkfvZRiDf2gAc87yGaHZrnhYFLMRASxyQk4uKEO7ti2/gx2f+6VvcSNZU5TUw40b2J+pcxvOwJKqXxlEnmup967wPgXGnQuDpHaDP14TDCYUNtNGa9HzDrGo082YbQXUr0VEeyZFlepmrHKkmXzVlXfkx9no8oxGbmqJiLybcCzmBLaT9jGrb9iH38/8GeAbxWRBBgB71K9/QKWRn4K8MyrP2S8eZqi3T6S2JpvGKKqhoG2qDwWhkZhJi3W1BcavO+1w8CEtQ9tmT3sbs/sxdtNtGb35SJk1YgsDowM897AeFM3LzxNIZGDEcQCNZnimjx6rxPPUC8JB3OjcRcddzyrAFPZT4hGxsjV0mZnDSGrhrn0k5mXPjyY9c/Xdjrr5DYE/6XSfe/3/v5B4Afv5phLIz8leObm/zW/sQtPP/reuW6ZZ+OFsHM6RSLPI6fZvCZsnpw/VcLQ7P+jCGk20E6LwZOrDC5ExMN1gpkyawjTjh2K6EQaIwhHNeJBm/pORu1mQjBNCaYZYX+MvLxtBkkks8XbhdIa8ouARwbSFKSyQLPTb/gREzkwnhDvDKn0q0zsGOasqmhgLkx4Mtnu8ypWB7zKxXHA7clPMZZGfloRGGqmhGEhGXZAHTaZIRrm44LF1ptdfdhllKVik1KtBqWEcOQAABSXSURBVNl6m9FDLbqPRIzOAyIEE3MxMRxyJe0kxO0pWRoggTJKheHzdSpd0zoazKC612CtEhHc3Ef3e+hoZKSyDqlBm726zuvUvtf3w+hCz3s5A5+ZH+/ucGT60SW1j4nH7ffyEbiIgWLk83pxF9n1+4KlkZ9SPPPC3+Xp898KqR0W4CXN/AxxTlnNtJBAyw0pkJzqSa1KttpmfKnF/hMRkzWYXprxpZ/7HFf6q1z7nQtEAyHoCZVuTBbGhAoaQlpR0poybAMZxH1huiJo0DFCk9c6BNd3YGePzDWN3E72SuxQxzwplnp78NLzfX59miKpoqFtZglMlt1ceNwFYHH+4tAy3+uCHmu4fhJYGvkpxjPbP8zTD/9V4+VmSZ6AK3tz17ySc+IBZzQSRcbA2y2S8yuMz1UZbIXM3rbPd//Bf8nPvfpH+bWPfQ6VvYDGrmkECdzWwIbrWQxZNBdtVNvsldSh94gwWYtprK/QblaIKjFcv2n6uw+Bo+XqLCnwAZxgZpn2CtjymjmfrB6TVAWNjHGjICnkCq3zNypQh+fvfYyMN2Vp5Eu8Pjzz8t/nnWt/6dDHfVVYc9sTiXAJtpUOk0dW6T5SofeosPmlr/KFa6/yvl//08Qv1uhct4MQbySEo4QgUbI4AAEVIa0FTDshaUWYtsV0h9WB1Ki6zDpKGgtpXKdd3aIqAVzbNh79EG/uLkhlqm6uGhsWzzGvpVcqzFbr5v0tgimEU+tRbR7joEZ+OPfigRxG839tON3R+tLIzwKe3f0x067qylUl5luBnuqSW6FVdllbYfjkOt3HY3qPwJe+7ZP8+pVH+egnPp/6TaF1Vc10lb0RMpzMRS9cndzKIDeqFbReIVlrMNqqMrgYMlm17zkVZiswiIQsrrKqG1RmM9jZvb22umOelbvCCt1wjk0X5BNTpqsRSc0+NYPqPkRDNcMW3aQZn/vvPrMwREjnIhPHhKVoxBLHAqlV0YHp6lpoNJ4IYz46aW2V8WPGwPefUv7Cl/8KP/HxL6PyUpXmLVj9TELjhT3kpp12kssmab639UcPSxgSX68SX23ReHWV3mN1uo+aaS1kRvRhtAWSVlkbnyOyOnCHenQPh/V4i89tD4SsZcQo0qrZMqR1qHSV2u6MqDcxGfkyz99dFL3SotPrOxYsjXyJ48Czt36Ud3b+IkwPEk7Ap7yKMfBGneT8CsMLxoP/ra/8Bf7XTzxN9cUqjVdh5fkZ9c/uojdu2dKX5mSXwpc2T1IpaueDMxgS7u2zdmOdcHKO7qNBruWWVmF4XgiSBqvZpilY3bw1z7qXS2g+yk0u7m8xFy+qVaYbDZPws9NUwzFEY6VyfYDsdI0OncsHeOIY/kXk2HvJ09Mdry+562cIz3b/YZHTXjZw2yMucQSNOv3LNXY+Tzj3Bdv8b594muz32rSuwOpzU+qf3YWdPVNXnk7zUcyO2XagecQvdaWZqY2/ep327+/TvpIRd+dPTevG0AeXm+jmKtJqEsSRZ7QllRr32yPsFAUeAsMFqFWZrkTMmiYBiBid+WiQIoOxmbk+m+WKNRIIEsXmGFFc2P8fK1z3251+7hOWRn7G8KHhT+dDFvMvrWfgxBHUayTn2vQfClj9/BuEQUb2qTatl2DlhQm1l/Zgd9+MG3Lz1RyRpdxE4ggrPtHFhr6aJMj2LVovDOi8mBEN5+uctaH3cMDochtZW0XqdQJvv+y3nhZ65N2P23bYQYlUKqQbLUbrJlQHE65X95Tq7gQmU6MQYzvvCscsN6scu/b60siXOGaYySPFLjMX0kocoyst+o/U6b0p4csuvMArnz5PdQfaLydUnYFPpkZX3QlXLFKPLau3ZKVxzJmigyHhKzdoXRlSv66m3xtjgMOL0LsUMbu0imysEax0DCnHJQe9Hz/JVhhZHARGW32tTe/xBpM148UlheoO1HYygsEEplNDZ03T+bz2KC6ej8WHxj9zfP8MxVwgj/Jzn7Dck59BSK1qPJanqiK2wYR6ncmFFsOtgL/+X/9LfvS5t1LZC6jvKPUrfdizHnw6zVlmi+ak5eKILnT3JaVxdNHM7OH7A8JXbrFSj0CqDC8YummQQO/LByTNJpuVgOrLEQGY1lG7R/d17QrbEPv+VGLotBhd7jDcDMx8OIHpakbjWkDt1hQZTefDFuz+O+8dP6wb7tiwgMp7yrD05GcQz1x//1zlxcF68WytSe/hmN5jyk88/2UMP7FO8yqs/N6Q4Op1s5e28ko+yr3rBTg9N0eXZe7Zscm4bGeX+Lef59y/u8Hq75nQXRJIXq3z6H/3PJ/9qgr7f2iT9IlLSKdtZqrX6wQ1O3fdquRIpWJu12wXWadD/80b7H6OkX/CEnE6zwWsf3pMfHXPTI6ZzexS55yBQg/7SUGxeYwj/NwnLD35GYXUa2g6mIeBNqueNiskdSHbmLCz3aExgEpPiW72zJ51Ac/6QDIqsOowHkssh5Nr9m9nAaBGiPHVG7QbFaadFYYXhHAY8MkrF3ny86/wfHKZabvJSjUkvjFAegOYLLjghKEZgthsMLvQoXs5ZNo27DtRM565fjMj3h3B0IxBljhG06ywrQByYs2xM918LEtoS5wEnrn+fkOQ8Ts14pi0HqERxPWE9GqDaACN7Sm4nmrXqRbcZmyT9YBGtknyEPiAkCNY2qhtBMkCdDwhuL5H+6UGGlRM/Xxa54Urj5CupHQfD0kadap7Neo3V6jeHCFDK7xoE1Qah6StGpNzVfqXIibrNpsOJHWlcVWIB5kJ00fjuXBjHFkjPujBXb39Q8NjrI/nH8LSyJc4IUilYva3DtWYzA4vSKYhtVtCdd/UkHU8KTRu5J5uQe/5AQWaUtKoIB8dFh6wv5Xai7uEkw7RuMbwnJA0IRqFTDYyRlnAZFUYXIiJBzHRyK5BDYMtiyCtCrMGzFrWg2eQtI2Br3w2pXZzauagucy1FZbwz6vQgSZBYULr8WHZoLLECeLZ3R/jHbVvyEN2jUM0Nkmvyxd2uPmpS1S6GbLfn3eGWSxucpnPKi/3hi8c4eQRWwpG1etDr0+8t8/a/jmqj7SNR16F6s2A2YoSDcyo46QFuYCDEYSxizK3NcSINoZK+3lh8xNj4pt9ZDyDagWZxMaT+/3pC5Ro0Bkf1l84xk/fW+ey1XSJk4Q06+hghMQRSavGaCNksg7VMAG1jRuT6cGhiVAgpRSbRAJybblFpTUoRARlJVadTIxxTWfIeEJzb4XqzQ32n2ow3BI0EpK6Eo7F2LILHGT+tzN2DU3veuszwupzYypXdmAwRCdTU1Wo1QgaDbL+oLSl8JcsfDg5AQPPT3jpyZc4QeR01yhitlJhsiqEY+hNTAeHJJaH7sQYcgO2fehQ1HQ/0PgSFpRW5qWp+IChuz18fhwJzNTR7ZtEozHrw3PUHm0zXgtJamLmmFv2mnPmWWBaXbPQJNga12D1uRnVmyOCG3tGodapzaqi40k+T32+Zg+a8eHknxzPh70Qp5/WujTyBwDPdv8hT196H9N2SFqBWVvpjqqEE4gHybyUdEDG3RNQFKeaaju1PFXXfFCjedE8rF+gslIeuOAuJtl+13j1/VUaKy3SRoXpRpW0IgzPhYw3jaFXuqbhJJoo0TCjdn1CdOUGzGaGwDOdHpjBpt5c8jI+kn3g9X24d4JilHZPMZZG/oBg+MQao01D+ZRUGA2qrA0g7E8M8YTFRpDrp4W+Bro3tkkC62a9cN+NXfJnunmsOefRCwm8LIDJBL1xC9nZI6pUiF6uQbVCfatD77E6GgitVybEt4bIaGomts4SdDDMB1Co3+iCW44USmTufU/cwB3uI5vtKFga+QOC3TfFzNpWxaWqaDcmHihBb0yWzBVXCoMP/VoyWAnorGhEoTFyKb3G3Y8L+/3uMigZndvbh5Z6arvZRkZLPer1WRmeg1AItnfBdpHlIbn13gsHI3jqL35+4WRD9PIalka+xD2AM3CAqC9MNyFI1c4vL5aVyqw1CWQezqu3fwcjcexl1suDGCQO58MKCYslOc/o5iOUmQ9rCG0L6HBEsNczo52Go9xo8rbXckLN6747MCziXofOrvf+FGNp5A8InIGLmsR02AsIZraGGwg6u01d3NWRQ+aG4jtNX0l1UQeX6/cW6/FL/egFLrl6kYKb+waGpOM03d0x/HKee61bR5l5l68l4MOzf3yET+wYsfTkS9wL5LMC7O9oKKirR/nklQNNJnIg3C0MIyxn20vZ6wJN1n3ZxTbM2OGJBe/vLh4u2Wefz8zMaVto3KV1uL+zWUIQR4UL17EqvhwJJzBf7ZixNPIHCQFoYNhhGkBaE2jUTUfXohlpse21tnfl2meLGG6O5uqsNIrsYQJj6L63d2G4e32aIkE0n1oaiGmXtf3lRBE0G+ASbAsuMGWCC0AQz8k793QP7sO1mp5inLouNBF5WkR+V0SeE5H33e/1nBWkNSWtKOqS4QLTlpB2akgc2+ELIVKtEqyuIM06Uq2iWTbPWkPRU3ve1IXbuQHazipj4JkxVDu/bT5R1SrGulC9FAlIvQ7NplnbcGSmrd7JwP3HrLHfNwN3cFuQO/3cJ5wqTy4iIfAPgLdjxrh+TEQ+qKqfur8rO/3QyAgp5LRQMUST6VqNesPoF0sUQRSabjQnGOEQSNEj+dRWX8iBEsstzeaTSW2tXbMMiaK56owLzd3fVlVGd/dMJLHSMay8MmU2h5e99x/T7N7vv0vw+fKnFafNk38x8JyqPq+qU+Dnga++z2s6E3BDBrBe3CmZjjci6LQgy8iGQ7Je35SkbEIOMOWwXIK59IUtJdr8IQWOZCM2dHeZcKfQkjfEOKFI8BJtad6LTrVSfC8rUOEy9AcEICzu/f57Adw5Lj35kfEQcMW7/TLwR+/TWs4UVPKcW44sMiF7VqtYo0rn5TGbHFPJ5vtqpxNnPbLAfIKpN8pYkqTo2a0qi5tyYu70LhZ2D57PdMubSGwverdHNhoVRB78Pb3fOAPcd+9dxjLxdndYJKVZcC0i8i3At9ibfcwA9psnvK6TxCbHsP4XvuM7j2Eprwmvf/3jOzx+vLMQynj09by4x+6zH9Ff2Dzi0+/L9/S0GfnLwGXv9sPAVf8JqvojwI+42yLym6r6hfdmeceP5frPNlT16fu9hjvhtO3JPwY8JSKPi0gFeBfwwfu8piWWONM4VZ5cVRMR+TbgWQyd6SdU9ZP3eVlLLHGmcaqMHEBVfwn4pbt4yY/c+SmnGsv1L3GiED3lvNslllji9eG07cmXWGKJY8bSyJdY4gHHmTXys8BxF5HLIvLLIvJpEfmkiHy7vX9dRD4sIr9vf695r/kue06/KyLvvH+rn0NEQhH5LRH5F/b2mVr/Gx1n0sg9jvufBD4P+DoR+bz7u6qFSIDvVNXPBb4EeI9d5/uAj6rqU8BH7W3sY+8C3gI8DfyQPdf7jW8HPu3dPmvrf0PjTBo5Z4TjrqrXVPXj9u8exlAewqz1J+3TfhL4Gvv3VwM/r6oTVX0BeA5zrvcNIvIw8JXAj3l3n5n1L3F2jXwRx/2h+7SWI0FEHgO+APh14LyqXgNzIQC27NNO43l9P/A3AL/D4iyt/w2Ps2rkd+S4nyaISAv4p8B7VbV7u6cuuO++nZeIfBVwXVX/w1FfsuC+U/t/eaPg1JFhjog7ctxPC0Qkxhj4z6rqL9q7t0XkoqpeE5GLwHV7/2k7r7cCf0pEvgKoAR0R+RnOzvqX4Ox68jPBcRcRAX4c+LSqfp/30AeBb7J/fxPwz7z73yUiVRF5HHgK+I17td4yVPW7VPVhVX0M8xn/a1X9Bs7I+pcwOJOe/Axx3N8KvBv4hIj8tr3vbwLfC3xARL4ZeAn4WgBV/aSIfAD4FCYz/x5VPY3Nymd9/W8oLGmtSyzxgOOshutLLLHEEbE08iWWeMCxNPIllnjAsTTyJZZ4wLE08iWWeMCxNPIThoikIvLbtgvtP4rId4gYAXER+UIR+fu3ee1jIvL19261B96/LiK/ejdNJiLybSLyF09yXUvcHZYltBOGiPRVtWX/3gJ+Dvh3qvq3jvDatwF/XVW/6mRXeej7vweIVPXv3cVrGpjz+4KTW9kSd4OlJ7+HUNXrGM34bxODt3k92v+N9fi/bXu32xjSyR+z9/0169n/rYh83P58mX3t20TkV0TkF0TkP4vIz1q2HSLyRSLy720U8Rsi0rb94f+7iHxMRH5HRP7yIUv+81g2m32PXxWRD4jI74nI94rIn7fH/ISIPGnPcQh8VkSW3WenBaq6/DnBH6C/4L5d4DzwNuBf2Pv+OfBW+3cLw0bMH7f3N4Ca/fsp4Dft328D9jFc8QD4/4D/CqgAzwNfZJ/Xscf9FuB/svdVgd8EHi+tsQK86t1+G7AHXLSveQX4bvvYtwPf7z33f8T00d/3z3/5o2eT1voAYFG31r8Dvk9Efhb4RVV9WeTA02LgB0XkD2Mmfb/Je+w3VPVlAEuhfQxj+NdU9WMAajvgROQdwH8hIn/GvnYFc9F4wTveJsaofXxMbYupiHwG+JC9/xPAH/eedx1486Fnv8Q9xdLI7zFE5AmMgV4HPtfdr6rfKyL/EvgK4NdE5MsXvPyvAdvA52M8tj9gaOL9nWL+t8LiVk8B/gdVffY2Sx1hOs98+O+Rebczit+lmn39EqcAyz35PYSInAPeD/yg2rjWe+xJVf2Eqv5tTPj8ZqAHtL2nrWA8c4ZpfLlT1vs/A5dE5Ivse7RFJMI09nyrbYNFRN4kIk3/haq6C4QiUjb0o+BNwH96Da9b4gSw9OQnj7oNn2NMZ9ZPA9+34HnvFZE/jvHCnwL+FcZDJiLyH4F/BPwQ8E9F5GuBXwYGt3tjVZ2KyJ8DfkBE6hjv+uUYKafHgI/bBN0N5hJOPj6E2dt/5G5OGNN99913+ZolTgjLEtoSh0JEvgD4DlV990m+ZomTxTJcX+JQqOpvAb98l4qrm8D/fEJLWuI1YOnJl1jiAcfSky+xxAOOpZEvscQDjqWRL7HEA46lkS+xxAOOpZEvscQDjv8f0WB4k2HO4MwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot final water depths\n",
    "plt.figure()\n",
    "imshow_grid(grid, grid.at_node['mean_water__depth'], cmap='viridis', color_for_closed='k',vmax=3)\n",
    "plt.title('Water depth at end of simulation (m)')\n",
    "plt.xlabel('Distance (m)')\n",
    "plt.ylabel('Distance (m)')\n",
    "\n",
    "plt.figure()\n",
    "imshow_grid(grid, grid.at_node['Initial_mean_water_depth'], cmap='viridis', color_for_closed='k',vmax=3)\n",
    "plt.title('Water depth Initially (m)')\n",
    "plt.xlabel('Distance (m)')\n",
    "plt.ylabel('Distance (m)')\n",
    "\n",
    "plt.figure()\n",
    "g =  grid.at_node['mean_water__depth'].copy();\n",
    "go = grid.at_node['Initial_mean_water_depth'].copy();\n",
    "gper = (g-go)/go * 100\n",
    "grid.add_field('Percent Change water depth',gper,at='node',clobber=True)\n",
    "imshow_grid(grid, grid.at_node['Percent Change water depth'], cmap='viridis', color_for_closed='k',vmax=25)\n",
    "plt.title('Percent Change of Water depth over simulation')\n",
    "plt.xlabel('Distance (m)')\n",
    "plt.ylabel('Distance (m)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
